Datasets:
history_sid listlengths 1 10 | history_title listlengths 1 10 | target_sid stringlengths 16 21 | target_title stringlengths 3 152 | predict_sid listlengths 10 10 | predict_title listlengths 10 10 | exact_hit_rank int64 0 10 | n_history int64 1 10 | target_analysis stringlengths 193 582 | prediction_analysis stringlengths 267 715 | cot_analysis stringlengths 250 636 | history_interest_structure stringclasses 4
values | target_relation stringclasses 6
values | predictability int64 1 5 | best_beam_relation stringclasses 5
values | beam_interest_coverage int64 1 10 | beam_relevance_count int64 0 10 | beam_redundancy int64 1 5 | diversity_calibration stringclasses 3
values | cot_value stringclasses 4
values | cot_identified_target_interest bool 2
classes | cot_answer_consistency int64 1 5 | cot_failure_mode stringclasses 6
values | pipeline_bottleneck stringclasses 7
values | key_insight stringlengths 110 259 | primary_intervention stringclasses 7
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
"<a_140><b_220><c_113>",
"<a_140><b_220><c_113>",
"<a_245><b_148><c_169>",
"<a_86><b_134><c_38>",
"<a_201><b_190><c_179>",
"<a_245><b_232><c_5>"
] | [
"PlayStation Eye",
"PlayStation Eye",
"Angry Birds Star Wars - Playstation 3",
"DuckTales - Remastered PS3 - PlayStation 3",
"Minecraft - PlayStation 3",
"LEGO Jurassic World - PlayStation 3"
] | <a_111><b_158><c_21> | Just Dance 2017 - PlayStation 3 | [
"<a_245><b_91><c_144>",
"<a_245><b_232><c_39>",
"<a_245><b_86><c_8>",
"<a_245><b_232><c_5>",
"<a_245><b_91><c_188>",
"<a_245><b_121><c_191>",
"<a_245><b_90><c_73>",
"<a_245><b_90><c_14>",
"<a_245><b_86><c_14>",
"<a_74><b_247><c_164>"
] | [
"The LEGO Movie Videogame - PlayStation 3",
"LEGO Jurassic World - PlayStation Vita",
"LEGO The Hobbit - PlayStation 3",
"LEGO Jurassic World - PlayStation 3",
"The LEGO Movie Videogame - Xbox 360 Standard Edition",
"LEGO Dimensions Starter Pack - Nintendo Wii U",
"LEGO Star Wars III The Clone Wars - Pl... | 0 | 6 | “Just Dance 2017 - PlayStation 3” represents a dance-oriented, interactive PS3 interest; the repeated “PlayStation Eye” provides complementary PlayStation-interactivity evidence, while the other games establish a consistent PS3 context. It is moderately inferable because no prior title directly indicates dance or rhyth... | Nine beams were allocated to LEGO games, including repeated titles on different platforms, while “PS3 Little Big Planet 2 Special Edition” was the only non-LEGO option. Nothing addresses the target’s dance interest; the closest options merely share the broad PS3 context and are not meaningful substitutes. The slate is ... | The CoT notices the repeated “PlayStation Eye” but reduces it to generic interactivity rather than selecting a dance or rhythm direction. It also incorrectly treats “Angry Birds Star Wars - Playstation 3” as evidence of a LEGO preference, which helps overstate that interest. Its LEGO/action-creativity conclusion nevert... | dominant_with_secondary | complementary | 3 | unrelated | 2 | 6 | 4 | under_diversified | harmful | false | 4 | wrong_interest | reasoning | The repeated “PlayStation Eye” made an interactive PS3 branch worth preserving, but the erroneous LEGO reading of “Angry Birds Star Wars” drove nine beams into LEGO and excluded the dance target. | improve_reasoning |
[
"<a_191><b_246><c_101>",
"<a_194><b_87><c_112>",
"<a_231><b_2><c_193>",
"<a_39><b_51><c_188>"
] | [
"Metro Redux - PlayStation 4",
"Dark Souls III - PlayStation 4 Standard Edition",
"Madden NFL 17 - Standard Edition - PlayStation 4",
"Titanfall 2 - PlayStation 4"
] | <a_194><b_97><c_127> | Demon's Souls | [
"<a_39><b_77><c_105>",
"<a_201><b_56><c_74>",
"<a_39><b_51><c_21>",
"<a_39><b_78><c_54>",
"<a_39><b_77><c_69>",
"<a_123><b_58><c_78>",
"<a_201><b_45><c_166>",
"<a_45><b_28><c_168>",
"<a_39><b_51><c_254>",
"<a_39><b_51><c_188>"
] | [
"Call of Duty: Infinite Warfare - Xbox One Legacy Edition",
"Steep - PS4 Digital Code",
"Titanfall 2 - Xbox One",
"Battlefield 1 - PlayStation 4",
"Call of Duty: Infinite Warfare - Standard Edition - Xbox One",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Prey - Pre-load - PS4 Digital Code",
"FIF... | 0 | 4 | Demon's Souls represents the challenging Souls-style action interest directly supported by "Dark Souls III - PlayStation 4 Standard Edition," with the shared "Souls" naming indicating the same fine-grained type. "Metro Redux" and "Titanfall 2" add broader action evidence, making the target strongly inferable but not in... | The beams devote six slots to Call of Duty, Titanfall, and Battlefield shooter variants, while also covering winter sports, horror, science fiction, and football. None has a useful Souls-style relation to Demon's Souls; even "Resident Evil 7: Biohazard" has only broad dark-action affinity, so the slate is too narrow ar... | The CoT usefully notices challenge and depth from the history, but it never converts "Dark Souls III" into a specific Souls-style recommendation decision and instead blends that signal with generic action and competitive-play themes. Its broad action conclusion generally agrees with the shooter-heavy beams, although it... | dominant_with_secondary | same_subcategory | 4 | unrelated | 5 | 6 | 3 | under_diversified | partly_useful | false | 4 | no_decision | reasoning | Dark Souls III strongly supports the target's Souls-style interest, but generic action-and-competition reasoning produced a shooter-heavy slate with no candidate from that subcategory. | improve_reasoning |
[
"<a_191><b_10><c_232>",
"<a_74><b_218><c_206>",
"<a_24><b_72><c_142>",
"<a_21><b_94><c_61>",
"<a_86><b_68><c_56>"
] | [
"Watch Dogs 2 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"CorpCo 6ft AC Power Cord for Sony PlayStation 4 (PS4)",
"Deadpool - PlayStation 4"
] | <a_61><b_251><c_51> | DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model] | [
"<a_24><b_86><c_14>",
"<a_201><b_31><c_107>",
"<a_201><b_18><c_56>",
"<a_123><b_58><c_78>",
"<a_24><b_96><c_27>",
"<a_201><b_56><c_74>",
"<a_123><b_100><c_33>",
"<a_201><b_45><c_166>",
"<a_191><b_10><c_232>",
"<a_24><b_72><c_142>"
] | [
"Uncharted 4: A Thief's End Special Edition - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"Mass Effect Andromeda - Pre-load - PS4 Digital Code",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Rise of the Tomb Raider: 20 Year Celebration - PlayStation 4",
"Steep - PS4 Digital Code",
... | 0 | 5 | The target represents a PlayStation 4 setup-accessory interest, supported by four PS4 games and especially the prior “CorpCo 6ft AC Power Cord for Sony PlayStation 4 (PS4).” A controller is a strong functional continuation of that ecosystem, although the exact Jet Black old-model variant is not directly implied. | The beams devote nearly all capacity to PS4 games, including two “Uncharted 4” editions, “Rise of the Tomb Raider,” “Watch Dogs 2,” and “Horizon Zero Dawn.” These games complement a PS4 controller but are not substitutes for it; despite covering several game franchises, the slate is too narrow at the item-type level be... | The CoT makes a useful observation that the PS4 power cord signals interest in accessories that enhance the gaming setup. However, it does not turn that observation into a concrete accessory decision and instead concludes with a generic continuation of action and narrative games, which strongly agrees with the game-onl... | dominant_with_secondary | complementary | 4 | complementary | 7 | 9 | 2 | under_diversified | partly_useful | true | 5 | no_decision | slate_calibration | The model covered many plausible PS4 games but failed to reserve any beam for the credible PS4-accessory branch signaled by the prior power-cord interaction. | increase_relevant_diversity |
[
"<a_191><b_10><c_232>",
"<a_74><b_218><c_206>",
"<a_24><b_72><c_142>",
"<a_21><b_94><c_61>",
"<a_86><b_68><c_56>",
"<a_61><b_251><c_51>"
] | [
"Watch Dogs 2 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"CorpCo 6ft AC Power Cord for Sony PlayStation 4 (PS4)",
"Deadpool - PlayStation 4",
"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model]"
] | <a_201><b_31><c_107> | Uncharted 4: A Thief's End - PlayStation 4 | [
"<a_61><b_251><c_144>",
"<a_201><b_31><c_107>",
"<a_201><b_213><c_242>",
"<a_123><b_58><c_78>",
"<a_201><b_151><c_255>",
"<a_201><b_56><c_74>",
"<a_24><b_86><c_14>",
"<a_123><b_100><c_33>",
"<a_61><b_251><c_51>",
"<a_24><b_72><c_142>"
] | [
"DualShock 4 Wireless Controller for PlayStation 4 - Gray Blue",
"Uncharted 4: A Thief's End - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Playstation Plus: 3 Month Membership [Digital Code]",
"Steep - PS4 Digital Code",
"Uncharted 4: A ... | 2 | 6 | “Uncharted 4: A Thief's End” represents the user's primary interest in PlayStation 4 action-adventure games, supported by “Watch Dogs 2,” “Ratchet & Clank,” and “Horizon Zero Dawn.” It is a strong same-subcategory continuation, although the history does not point uniquely to this particular title. | The beams primarily cover PS4 action-adventure games and accessories, including the exact target at rank 2, the “Special Edition” at rank 7, “The Last of Us Remastered,” and two DualShock 4 controllers. Survival horror, winter sports, tactical action, and a PlayStation Plus membership add some breadth, but the slate re... | The CoT usefully selects action-adventure and narrative-oriented PS4 games as the main interest, which includes the target and agrees with most emitted beams. However, claims about player agency, character development, performance, and convenience are not established by the titles, and the conclusion remains broad rath... | dominant_with_secondary | same_subcategory | 4 | exact | 6 | 8 | 3 | calibrated | partly_useful | true | 4 | generic_restatement | none | The model successfully retrieved the exact target at rank 2 and a same-title special edition at rank 7 while keeping most capacity on the user's supported PS4 game and accessory interests. | keep_as_is |
[
"<a_191><b_10><c_232>",
"<a_74><b_218><c_206>",
"<a_24><b_72><c_142>",
"<a_21><b_94><c_61>",
"<a_86><b_68><c_56>",
"<a_61><b_251><c_51>",
"<a_201><b_31><c_107>"
] | [
"Watch Dogs 2 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"CorpCo 6ft AC Power Cord for Sony PlayStation 4 (PS4)",
"Deadpool - PlayStation 4",
"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model]",
"Uncharted 4: A Thief's End - PlayStat... | <a_189><b_243><c_254> | Limited Edition Vertical Stand for Glacier White PlayStation 4 | [
"<a_123><b_58><c_78>",
"<a_24><b_86><c_14>",
"<a_201><b_18><c_56>",
"<a_201><b_56><c_74>",
"<a_201><b_213><c_242>",
"<a_201><b_31><c_107>",
"<a_201><b_85><c_136>",
"<a_201><b_45><c_166>",
"<a_24><b_72><c_142>",
"<a_191><b_10><c_232>"
] | [
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Uncharted 4: A Thief's End Special Edition - PlayStation 4",
"Mass Effect Andromeda - Pre-load - PS4 Digital Code",
"Steep - PS4 Digital Code",
"The Last of Us Remastered - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"Until Dawn - PlayS... | 0 | 7 | “Limited Edition Vertical Stand for Glacier White PlayStation 4” represents a practical PS4 setup-accessory interest rather than another game. That interest is supported by the prior “CorpCo 6ft AC Power Cord” and “DualShock 4 Wireless Controller,” alongside repeated PS4 games. It is moderately inferable because access... | The beams allocate all capacity to PS4 games across action-adventure, open-world action, horror, science-fiction action/RPG, and sports, including “Uncharted 4,” “Horizon Zero Dawn,” “Resident Evil 7,” “Mass Effect Andromeda,” and “Steep.” The closest beams share only the PS4 ecosystem with the target; none is an acces... | The CoT notices the accessory evidence from the “CorpCo 6ft AC Power Cord” but ultimately selects action and storytelling games based on “Watch Dogs 2,” “Horizon Zero Dawn,” and “Uncharted 4.” It therefore names the target’s accessory interest without choosing it, and its game-focused conclusion agrees strongly with th... | dominant_with_secondary | complementary | 3 | unrelated | 5 | 9 | 2 | under_diversified | harmful | true | 5 | wrong_interest | reasoning | The model recognized the history’s PS4-accessory signal but discarded it, causing all ten beams to be games and omitting the moderately inferable stand interest. | improve_reasoning |
[
"<a_189><b_45><c_10>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect"
] | <a_118><b_162><c_110> | Batman: Arkham Origins - Playstation 3 | [
"<a_61><b_181><c_195>",
"<a_61><b_137><c_255>",
"<a_189><b_45><c_10>",
"<a_61><b_56><c_2>",
"<a_61><b_181><c_175>",
"<a_61><b_137><c_8>",
"<a_61><b_137><c_51>",
"<a_61><b_150><c_0>",
"<a_61><b_181><c_62>",
"<a_61><b_47><c_10>"
] | [
"Xbox 360 Wireless Controller - Glossy Black",
"Xbox One Kinect Sensor with Dance Central Spotlight (Discontinued)",
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Wired USB Controller for PC & Xbox 360 (Black)",
"Microsoft Xbox 360 Wired Controller",
"Kinect Sensor with Kinect Adventures!",
"Xbox... | 0 | 1 | "Batman: Arkham Origins - Playstation 3" represents interest in a Batman game on PlayStation 3. The sole history item, "JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect," supports an Xbox 360/Kinect accessory interest but provides no evidence for Batman, PlayStation 3, or game purchases. The target is therefore a broad... | Most beams allocate capacity to Xbox 360/Kinect setup items, including several controllers, "Kinect Sensor with Kinect Adventures!," the repeated mount clip, and the "Xbox 360 Black Play and Charge Kit." The closest beam is the "PlayStation 3 Dualshock 3 Wireless Controller (Red)," which complements a PlayStation 3 gam... | The CoT extracts a functional gaming-accessory theme from the JINHEZO clip, but mostly generalizes the sole history title into generic setup, storage, and convenience language rather than making a discriminating item decision. It does not identify the PlayStation 3 Batman-game interest, while its accessory conclusion c... | concentrated | broadening | 1 | complementary | 4 | 8 | 3 | calibrated | partly_useful | false | 5 | generic_restatement | target_noise | The miss is driven chiefly by an unsupported shift from an Xbox 360 Kinect mount to a PlayStation 3 Batman game, while the beams reasonably follow the observable accessory signal. | downweight_noise |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3"
] | <a_49><b_218><c_81> | LEGO Marvel Super Heroes - PlayStation 4 | [
"<a_61><b_181><c_195>",
"<a_61><b_214><c_252>",
"<a_118><b_41><c_55>",
"<a_118><b_1><c_224>",
"<a_118><b_162><c_110>",
"<a_7><b_167><c_88>",
"<a_61><b_16><c_255>",
"<a_61><b_137><c_8>",
"<a_61><b_56><c_2>",
"<a_189><b_45><c_10>"
] | [
"Xbox 360 Wireless Controller - Glossy Black",
"Xbox One Media Remote",
"Batman: Arkham Origins",
"Batman: Arkham Origins - Xbox 360",
"Batman: Arkham Origins - Playstation 3",
"Microsoft Xbox 360 Game System HDMI Console 60GB",
"PDP Afterglow Prismatic Wired Controller for Xbox One - Xbox One",
"Kine... | 0 | 2 | "LEGO Marvel Super Heroes - PlayStation 4" represents a superhero-themed console-game interest, supported by the prior interaction with "Batman: Arkham Origins - Playstation 3." The Kinect mount only supplies general gaming-context evidence, so with one relevant game and many possible follow-ups, the target is moderate... | The beams allocate capacity to Xbox/Kinect hardware and accessories, including controllers, a console, and a media remote, while three slots repeat variants of "Batman: Arkham Origins." Those Batman beams are in the same superhero-game category as the target but are not substitutes for "LEGO Marvel Super Heroes." Broad... | The CoT identifies both the setup-accessory theme from "JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect" and a broad action-adventure-game theme from "Batman: Arkham Origins - Playstation 3," but it never chooses between them or derive the more discriminative superhero connection. It still agrees closely with the emit... | multi_interest | same_subcategory | 3 | same_category | 5 | 8 | 4 | calibrated | partly_useful | true | 5 | no_decision | beam_retrieval | The reasoning recognized the broad game interest, but beam search reused Batman and controller variants instead of retrieving a distinct related superhero game such as the target. | improve_beam_search |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4"
] | <a_49><b_236><c_171> | LEGO Marvel's Avengers - Xbox 360 | [
"<a_123><b_72><c_7>",
"<a_201><b_31><c_107>",
"<a_245><b_185><c_59>",
"<a_201><b_213><c_242>",
"<a_49><b_47><c_60>",
"<a_201><b_85><c_136>",
"<a_245><b_226><c_72>",
"<a_245><b_232><c_5>",
"<a_123><b_126><c_51>",
"<a_201><b_78><c_157>"
] | [
"Far Cry 4 - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"The LEGO Movie Videogame - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"LEGO Marvel Super Heroes - PS Vita [Digital Code]",
"Until Dawn - PlayStation 4",
"Angry Birds Star Wars - Nintendo Wii U",
"LEGO Jurassi... | 0 | 3 | The target continues the recent “LEGO Marvel Super Heroes” interest with another LEGO Marvel title, while “Batman: Arkham Origins” adds broader superhero support. Its Xbox 360 platform is weakly supported by the earlier Xbox 360 Kinect mount clip. The franchise continuation is strongly inferable, although the exact ins... | The beams allocate three slots to LEGO games—“The LEGO Movie Videogame,” “LEGO Marvel Super Heroes,” and “LEGO Jurassic World”—but most slots go to disparate franchises such as “Far Cry 4,” “Until Dawn,” and “Splinter Cell Blacklist.” The closest beam is “LEGO Marvel Super Heroes - PS Vita,” which shares the LEGO Marve... | The CoT correctly identifies the LEGO franchise and action-oriented theme, so it names the target’s interest. However, it never selects a LEGO Marvel continuation over generic action-adventure options, and claims about character customization and enhanced immersion are not supported by the titles. Its broad conclusion ... | concentrated | same_brand_or_series | 4 | same_category | 7 | 5 | 1 | over_diversified | partly_useful | true | 4 | no_decision | beam_retrieval | Although the CoT recognized the LEGO interest, the beams dispersed capacity across unrelated franchises and failed to retrieve the strongly supported LEGO Marvel continuation. | improve_beam_search |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360"
] | <a_131><b_210><c_0> | Fallout 4 - PlayStation 4 | [
"<a_123><b_72><c_7>",
"<a_49><b_47><c_60>",
"<a_123><b_72><c_191>",
"<a_245><b_185><c_59>",
"<a_217><b_121><c_56>",
"<a_39><b_50><c_16>",
"<a_39><b_198><c_73>",
"<a_49><b_112><c_10>",
"<a_49><b_218><c_179>",
"<a_245><b_232><c_5>"
] | [
"Far Cry 4 - PlayStation 4",
"LEGO Marvel Super Heroes - PS Vita [Digital Code]",
"Far Cry 4 - Xbox One",
"The LEGO Movie Videogame - PlayStation 4",
"LEGO Batman 3: Beyond Gotham - PlayStation Vita",
"Call of Duty: Advanced Warfare - PlayStation 3",
"Halo: The Master Chief Collection",
"Disney Infint... | 0 | 4 | “Fallout 4 - PlayStation 4” represents a new non-LEGO action-adventure direction. “Batman: Arkham Origins - Playstation 3” provides broad support for it, but the more recent “LEGO Marvel Super Heroes” and “LEGO Marvel's Avengers” point much more strongly toward LEGO superhero games, making the target a weakly inferable... | The beams split capacity among LEGO and licensed-character games, including “LEGO Batman 3: Beyond Gotham” and “LEGO Jurassic World,” and broader action titles such as “Far Cry 4,” “Call of Duty: Advanced Warfare,” and “Halo: The Master Chief Collection.” “Far Cry 4 - PlayStation 4” is closest to the target through its... | The CoT synthesizes “LEGO Marvel Super Heroes,” “LEGO Marvel's Avengers,” and “Batman: Arkham Origins” into supported LEGO and broader action-adventure themes, thereby identifying the target's broad interest. It does not make a concrete choice between the dominant LEGO theme and the weaker non-LEGO action direction, th... | concentrated | broadening | 2 | same_category | 5 | 7 | 3 | over_diversified | partly_useful | true | 4 | no_decision | target_noise | “Fallout 4” is a weakly signaled broadening beyond the concentrated LEGO/superhero history, while the slate sensibly emphasized that stronger profile and still covered broader action through “Far Cry 4.” | downweight_noise |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>",
"<a_131><b_210><c_0>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360",
"Fallout 4 - PlayStation 4"
] | <a_74><b_218><c_206> | Ratchet & Clank - PlayStation 4 | [
"<a_123><b_72><c_7>",
"<a_118><b_185><c_102>",
"<a_201><b_31><c_107>",
"<a_201><b_145><c_9>",
"<a_118><b_95><c_6>",
"<a_118><b_150><c_122>",
"<a_39><b_182><c_247>",
"<a_201><b_213><c_242>",
"<a_39><b_198><c_73>",
"<a_201><b_210><c_242>"
] | [
"Far Cry 4 - PlayStation 4",
"Batman: Arkham Knight - PlayStation 4 [Digital Code]",
"Uncharted 4: A Thief's End - PlayStation 4",
"The Witcher 3: Wild Hunt - PlayStation 4",
"Assassin's Creed: Syndicate - Standard Edition - PlayStation 4",
"Assassin's Creed Unity Limited Edition - PlayStation 4",
"Call... | 0 | 5 | “Ratchet & Clank - PlayStation 4” represents the playful, family-friendly action-adventure interest supported by “LEGO Marvel Super Heroes” and “LEGO Marvel's Avengers,” while also matching the user's recurring PlayStation 4 activity. It is a moderately inferable same-subcategory continuation, but the history leaves ma... | The beams allocate most capacity to combat-focused action, open-world, narrative, and shooter franchises such as “Far Cry 4,” “The Witcher 3,” and “Call of Duty: Black Ops III.” “Uncharted 4: A Thief's End” is the closest same-category PS4 action-adventure, but it is not a substitute for “Ratchet & Clank.” Despite cove... | The CoT correctly derives a playful, family-friendly action interest from “LEGO Marvel Super Heroes” and “LEGO Marvel's Avengers,” going beyond its broader action-and-narrative summary. Its proposed blend of adventure and a playful twist fits “Ratchet & Clank,” although it remains generic rather than identifying a disc... | dominant_with_secondary | same_subcategory | 3 | same_category | 6 | 8 | 3 | under_diversified | partly_useful | true | 3 | answer_mismatch | beam_retrieval | The CoT recognized the LEGO-supported playful action interest, but beam retrieval concentrated on combat-heavy alternatives and failed to represent that branch. | improve_beam_search |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>",
"<a_131><b_210><c_0>",
"<a_74><b_218><c_206>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360",
"Fallout 4 - PlayStation 4",
"Ratchet & Clank - PlayStation 4"
] | <a_13><b_1><c_233> | Plants vs. Zombies Garden Warfare 2 - PlayStation 4 | [
"<a_123><b_72><c_7>",
"<a_141><b_73><c_216>",
"<a_118><b_185><c_102>",
"<a_141><b_73><c_7>",
"<a_201><b_31><c_107>",
"<a_118><b_95><c_6>",
"<a_131><b_155><c_206>",
"<a_201><b_145><c_9>",
"<a_118><b_150><c_122>",
"<a_201><b_213><c_242>"
] | [
"Far Cry 4 - PlayStation 4",
"Star Wars: Battlefront - Standard Edition - PlayStation 4",
"Batman: Arkham Knight - PlayStation 4 [Digital Code]",
"Star Wars: Battlefront - Deluxe Edition - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"Assassin's Creed: Syndicate - Standard Edition - PlayS... | 0 | 6 | “Plants vs. Zombies Garden Warfare 2 - PlayStation 4” represents a new, lighthearted franchise-action interest supported by the two LEGO superhero games and the recent “Ratchet & Clank,” alongside the broader PS4 action pattern. It is a reasonable broadening from those interests, but no prior Plants vs. Zombies item po... | The beams allocate most capacity to PS4 action franchises such as “Far Cry 4,” “Batman: Arkham Knight,” “Assassin's Creed,” and “Uncharted 4.” “Star Wars: Battlefront” is closest as another battle-oriented PS4 franchise game, but it is only in the same category rather than a near-interchangeable substitute. Despite gen... | The CoT adds a relevant decision by deriving humor and creativity from the LEGO games and proposing a mix of action and humor, which identifies the target's interest. It remains broad, however, and the beams follow its action-oriented conclusion while largely ignoring the humor and lightheartedness it highlighted. | dominant_with_secondary | broadening | 3 | same_category | 5 | 9 | 2 | under_diversified | partly_useful | true | 3 | answer_mismatch | slate_calibration | The history and CoT both support playful action through the LEGO games and “Ratchet & Clank,” but all beam capacity went to more serious action franchises. | increase_relevant_diversity |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>",
"<a_131><b_210><c_0>",
"<a_74><b_218><c_206>",
"<a_13><b_1><c_233>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360",
"Fallout 4 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Plants vs. Zombies Garden Warfare 2 - PlayStation 4"
] | <a_24><b_72><c_142> | Horizon Zero Dawn - PlayStation 4 | [
"<a_123><b_72><c_7>",
"<a_74><b_128><c_20>",
"<a_201><b_31><c_107>",
"<a_141><b_73><c_216>",
"<a_141><b_73><c_7>",
"<a_131><b_155><c_206>",
"<a_123><b_1><c_232>",
"<a_118><b_185><c_102>",
"<a_39><b_182><c_247>",
"<a_131><b_224><c_68>"
] | [
"Far Cry 4 - PlayStation 4",
"Minecraft - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"Star Wars: Battlefront - Standard Edition - PlayStation 4",
"Star Wars: Battlefront - Deluxe Edition - PlayStation 4",
"Fallout 4 - Xbox One",
"Zombie Army Trilogy - PlayStation 4",
"Batman: Arkham... | 0 | 7 | “Horizon Zero Dawn - PlayStation 4” represents the user's PS4 open-world action-adventure interest, supported most directly by “Fallout 4 - PlayStation 4” and more broadly by “Batman: Arkham Origins - Playstation 3.” Because the history contains several action-oriented PS4 games but no Horizon-series cue, it is a stron... | The beams spread capacity across open-world action in “Far Cry 4,” cinematic or superhero action-adventure in “Uncharted 4: A Thief's End” and “Batman: Arkham Knight,” sandbox play in “Minecraft,” and several multiplayer shooters. “Far Cry 4 - PlayStation 4” is closest to “Horizon Zero Dawn” at the same-category level,... | The CoT makes a concrete but broad choice around action-adventure and open-world games, identifying the interest containing “Horizon Zero Dawn” through “Batman: Arkham Origins” and “Fallout 4.” Its multiplayer and humorous-game themes from “LEGO Marvel Super Heroes,” “Plants vs. Zombies Garden Warfare 2,” and “Ratchet ... | dominant_with_secondary | same_subcategory | 4 | same_category | 7 | 9 | 2 | calibrated | partly_useful | true | 5 | generic_restatement | beam_retrieval | The reasoning selected the target's open-world action interest and yielded a mostly relevant PS4 slate, but beam decoding never retrieved “Horizon Zero Dawn.” | improve_beam_search |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>",
"<a_131><b_210><c_0>",
"<a_74><b_218><c_206>",
"<a_13><b_1><c_233>",
"<a_24><b_72><c_142>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360",
"Fallout 4 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Plants vs. Zombies Garden Warfare 2 - PlayStation 4",
"Horizon... | <a_217><b_148><c_123> | The Amazing Spider-Man 2 - Xbox 360 | [
"<a_201><b_31><c_107>",
"<a_123><b_100><c_33>",
"<a_201><b_18><c_56>",
"<a_24><b_86><c_14>",
"<a_123><b_58><c_78>",
"<a_123><b_142><c_36>",
"<a_123><b_76><c_232>",
"<a_131><b_209><c_151>",
"<a_123><b_2><c_26>",
"<a_131><b_224><c_68>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"Tom Clancy’s Ghost Recon Wildlands - PlayStation 4",
"Mass Effect Andromeda - Pre-load - PS4 Digital Code",
"Uncharted 4: A Thief's End Special Edition - PlayStation 4",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"7 Days to Die - PlayStation 4",
... | 0 | 8 | The target represents a superhero action game and a return to Xbox 360. "Batman: Arkham Origins," "LEGO Marvel Super Heroes," and "LEGO Marvel's Avengers" establish a clear superhero interest, while the Kinect accessory and Xbox 360 Avengers title support the platform. It is moderately inferable rather than direct beca... | The beams allocate nearly all capacity to PlayStation 4 action-adventure, military-shooter, science-fiction, and survival interests, with two versions of "Uncharted 4: A Thief's End" duplicating capacity. "Uncharted 4" is the closest beam only as a broad same-category action-adventure game, not a superhero substitute. ... | The CoT recognizes the broad action-adventure and exploration pattern represented by "Fallout 4" and "Horizon Zero Dawn," but it never isolates the recurring superhero signal from "Batman: Arkham Origins" and the two LEGO Marvel games. Its claim that the LEGO Marvel and Ratchet titles establish cooperative or social pl... | dominant_with_secondary | same_subcategory | 3 | same_category | 6 | 9 | 2 | under_diversified | harmful | false | 5 | wrong_interest | reasoning | The model emphasized generic PlayStation 4 action games while overlooking the repeated superhero cluster that made another superhero title a credible continuation. | improve_reasoning |
[
"<a_189><b_45><c_10>",
"<a_118><b_162><c_110>",
"<a_49><b_218><c_81>",
"<a_49><b_236><c_171>",
"<a_131><b_210><c_0>",
"<a_74><b_218><c_206>",
"<a_13><b_1><c_233>",
"<a_24><b_72><c_142>",
"<a_217><b_148><c_123>"
] | [
"JINHEZO Sensor TV Mount Clip for Xbox 360 Kinect",
"Batman: Arkham Origins - Playstation 3",
"LEGO Marvel Super Heroes - PlayStation 4",
"LEGO Marvel's Avengers - Xbox 360",
"Fallout 4 - PlayStation 4",
"Ratchet & Clank - PlayStation 4",
"Plants vs. Zombies Garden Warfare 2 - PlayStation 4",
"Horizon... | <a_217><b_176><c_0> | Teenage Mutant Ninja Turtles: Mutants in Manhattan - Xbox 360 | [
"<a_201><b_31><c_107>",
"<a_123><b_100><c_33>",
"<a_123><b_76><c_232>",
"<a_123><b_100><c_0>",
"<a_123><b_58><c_78>",
"<a_123><b_142><c_36>",
"<a_123><b_2><c_26>",
"<a_131><b_209><c_151>",
"<a_123><b_171><c_243>",
"<a_131><b_224><c_68>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"Tom Clancy’s Ghost Recon Wildlands - PlayStation 4",
"Far Cry Primal - PlayStation 4 Standard Edition",
"Tom Clancy’s Ghost Recon Wildlands - Xbox One",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"7 Days to Die - PlayStation 4",
"Homefront... | 0 | 9 | The target is another licensed comic/cartoon-character game on Xbox 360, extending the pattern from "Batman: Arkham Origins," the two LEGO Marvel titles, and most directly "The Amazing Spider-Man 2 - Xbox 360." It is a different franchise but fits the same fine-grained licensed-character action niche, making it strongl... | The beams spread capacity across cinematic action in "Uncharted 4," military shooters such as "Ghost Recon Wildlands" and "Homefront," horror and survival titles, "No Man's Sky," and "Overwatch." "Uncharted 4" is closest only at the broad action-adventure level; none is a substitute or represents the target's licensed-... | The CoT identifies familiar characters and established universes from "LEGO Marvel Super Heroes" and "Batman: Arkham Origins," which is relevant to the target's interest. However, it fails to prioritize that signal after the recent "The Amazing Spider-Man 2," instead settling on generic action, storytelling, and social... | dominant_with_secondary | same_subcategory | 4 | same_category | 7 | 6 | 2 | over_diversified | partly_useful | true | 3 | no_decision | reasoning | The reasoning noticed the licensed-character pattern but failed to prioritize it, leading the beams to diffuse capacity across generic action, military, and horror games. | improve_reasoning |
[
"<a_140><b_158><c_8>",
"<a_240><b_76><c_184>",
"<a_217><b_226><c_1>",
"<a_140><b_69><c_41>",
"<a_74><b_100><c_233>",
"<a_123><b_72><c_182>"
] | [
"Guitar Hero 2 - Xbox 360",
"Thief - Xbox 360",
"The Amazing Spider-Man",
"Watch Dogs - Xbox 360",
"Minecraft",
"Far Cry 4 - Xbox 360"
] | <a_39><b_51><c_188> | Titanfall 2 - PlayStation 4 | [
"<a_123><b_72><c_191>",
"<a_123><b_102><c_217>",
"<a_123><b_72><c_33>",
"<a_123><b_233><c_44>",
"<a_123><b_246><c_254>",
"<a_123><b_246><c_47>",
"<a_245><b_193><c_3>",
"<a_140><b_161><c_242>",
"<a_123><b_72><c_182>",
"<a_140><b_171><c_239>"
] | [
"Far Cry 4 - Xbox One",
"Battlefield Hardline - Xbox 360",
"Far Cry 4 - PC",
"Wolfenstein: The New Order",
"Metal Gear Solid V: Ground Zeroes - Xbox 360 Standard Edition",
"Metal Gear Solid V: Ground Zeroes - Xbox One Standard Edition",
"LEGO Jurassic World - Xbox 360 Standard Edition",
"Call of Duty:... | 0 | 6 | “Titanfall 2 - PlayStation 4” represents another first-person action shooter, strongly supported by the recent “Far Cry 4 - Xbox 360” and the broader action focus of “Watch Dogs - Xbox 360” and “Thief - Xbox 360.” It is a strong same-subcategory continuation, although the specific game and shift to PlayStation 4 are no... | The beams allocate most capacity to shooters and action games, including three versions of “Far Cry 4,” “Battlefield Hardline,” “Call of Duty: Black Ops II,” and “Crysis 3.” “Crysis 3 - Xbox 360” is the closest target relation as another science-fiction shooter, but it is only in the same category rather than an interc... | The CoT selects a broadly relevant action, exploration, and combat interest, which includes the target’s broad interest and agrees with the action-heavy beams. However, it incorrectly treats “Guitar Hero 2” as evidence for action-adventure or open-world play and asserts cooperative elements for “The Amazing Spider-Man”... | dominant_with_secondary | same_subcategory | 4 | same_category | 5 | 10 | 3 | under_diversified | harmful | true | 4 | unsupported_claim | beam_retrieval | The recent Far Cry interaction makes another shooter predictable, and the beams recover that interest but spend several slots on platform variants instead of retrieving Titanfall 2. | improve_beam_search |
[
"<a_189><b_201><c_57>"
] | [
"PlayStation 4 Camera (Old Model)"
] | <a_61><b_251><c_51> | DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model] | [
"<a_231><b_28><c_63>",
"<a_201><b_31><c_107>",
"<a_201><b_213><c_242>",
"<a_8><b_4><c_188>",
"<a_39><b_182><c_247>",
"<a_61><b_251><c_51>",
"<a_201><b_201><c_84>",
"<a_39><b_204><c_65>",
"<a_201><b_2><c_102>",
"<a_189><b_4><c_175>"
] | [
"PlayStation 4 500GB Console [Old Model][Discontinued]",
"Uncharted 4: A Thief's End - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"PowerA DualShock 4 Charging Station for PlayStation 4",
"Call of Duty: Black Ops III - Standard Edition - PlayStation 4",
"DualShock 4 Wireless Controller fo... | 6 | 1 | The target, “DualShock 4 Wireless Controller for PlayStation 4,” broadens the observed interest from the “PlayStation 4 Camera” to another core PS4 accessory. The shared PlayStation 4 platform provides clear support, but the single camera interaction gives no controller-specific signal. It is therefore a plausible but ... | The beams cover PS4 consoles, games, controller accessories, and a camera mount, including “Uncharted 4,” the “PowerA DualShock 4 Charging Station,” and the “Playstation 4 Camera Mount.” The closest beam is the exact target at rank 6, while the charging station also reflects the target’s controller-related interest. Th... | The CoT makes a broad decision to recommend additional PS4 accessories or peripherals, which includes the target controller’s interest. However, its claims about motion tracking, live broadcasting, and a keen preference for interactive or social gaming are not supported by the provided title and single interaction, and... | concentrated | broadening | 3 | exact | 5 | 10 | 3 | calibrated | harmful | true | 3 | unsupported_claim | beam_ranking | The exact controller was retrieved but ranked sixth behind broader PS4 consoles and games despite the history and CoT both supporting accessory-oriented candidates. | improve_beam_search |
[
"<a_189><b_201><c_57>",
"<a_61><b_251><c_51>"
] | [
"PlayStation 4 Camera (Old Model)",
"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model]"
] | <a_140><b_50><c_3> | Call of Duty: Ghosts - PlayStation 4 | [
"<a_231><b_28><c_63>",
"<a_201><b_2><c_102>",
"<a_201><b_201><c_84>",
"<a_201><b_213><c_242>",
"<a_201><b_36><c_181>",
"<a_131><b_210><c_0>",
"<a_39><b_182><c_247>",
"<a_45><b_10><c_13>",
"<a_61><b_251><c_51>",
"<a_45><b_210><c_232>"
] | [
"PlayStation 4 500GB Console [Old Model][Discontinued]",
"PlayStation 4 500GB Console - Call of Duty Black Ops III Bundle [Discontinued]",
"PlayStation 4 1TB Console - Call of Duty: Black Ops 3 Limited Edition Bundle [Discontinued]",
"The Last of Us Remastered - PlayStation 4",
"PlayStation 4 500GB Console ... | 0 | 2 | “Call of Duty: Ghosts - PlayStation 4” represents a move from PS4 accessories to PS4 software, functionally complementing the prior “PlayStation 4 Camera” and “DualShock 4 Wireless Controller.” The history strongly supports the PS4 ecosystem but provides no shooter or Call of Duty preference, so a PS4 game is plausible... | The beams allocate four slots to PS4 consoles or bundles, five to standalone PS4 games such as “Fallout 4” and “FIFA 16,” and one to the previously seen DualShock 4. “Call of Duty: Black Ops III - Standard Edition - PlayStation 4” is closest because it shares the franchise and platform with the target, but it is a dist... | The CoT recognizes the PS4 context but steers specifically toward more accessories and adds an unsupported claim that the user values engaging with others. It therefore misses the target’s software interest and agrees only weakly with beams dominated by consoles, bundles, and games. | concentrated | complementary | 3 | same_category | 7 | 10 | 3 | calibrated | harmful | false | 2 | wrong_interest | reasoning | The history supports a broad PS4 continuation, but the CoT incorrectly narrows that continuation to accessories even though the beams contain the more appropriate PS4-game interest and a same-franchise Call of Duty candidate. | improve_reasoning |
[
"<a_189><b_201><c_57>",
"<a_61><b_251><c_51>",
"<a_140><b_50><c_3>"
] | [
"PlayStation 4 Camera (Old Model)",
"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model]",
"Call of Duty: Ghosts - PlayStation 4"
] | <a_21><b_19><c_204> | Nyko Net Connect for Wii | [
"<a_201><b_31><c_107>",
"<a_201><b_36><c_195>",
"<a_39><b_204><c_65>",
"<a_201><b_213><c_242>",
"<a_201><b_2><c_102>",
"<a_123><b_129><c_247>",
"<a_123><b_72><c_7>",
"<a_201><b_201><c_84>",
"<a_39><b_182><c_247>",
"<a_39><b_28><c_251>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"PlayStation 4 500GB Console - Star Wars Battlefront Bundle[Discontinued]",
"Battlefield 4 - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"PlayStation 4 500GB Console - Call of Duty Black Ops III Bundle [Discontinued]",
"Metal Gear Solid V: The... | 0 | 3 | “Nyko Net Connect for Wii” represents a Wii networking-accessory interest, while the history consists entirely of PlayStation 4 products such as the “PlayStation 4 Camera,” “DualShock 4 Wireless Controller,” and “Call of Duty: Ghosts.” With no prior Wii or networking signal, the target is an unrelated exploration and i... | The beams concentrate on PlayStation 4 games such as “Uncharted 4,” “Battlefield 4,” and “Call of Duty: Black Ops III,” plus several PlayStation 4 console bundles. None is related to a Wii network accessory, but the PS4-focused slate is appropriately narrow for the concentrated history, despite some duplication among c... | The CoT recognizes the supported PS4 hardware and shooter themes, but it incorrectly states that the history contains “Call of Duty: Black Ops III” rather than “Call of Duty: Ghosts.” Its generic recommendation of more immersive games or hardware agrees with the emitted PS4 beams, especially the Black Ops III entries, ... | concentrated | exploration | 1 | unrelated | 4 | 10 | 3 | calibrated | harmful | false | 5 | unsupported_claim | target_noise | The model produced a history-consistent PS4 slate, while the Wii networking target is an unsupported cross-platform jump that exact prediction could not reasonably recover. | downweight_noise |
[
"<a_189><b_201><c_57>",
"<a_61><b_251><c_51>",
"<a_140><b_50><c_3>",
"<a_21><b_19><c_204>"
] | [
"PlayStation 4 Camera (Old Model)",
"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black [Old Model]",
"Call of Duty: Ghosts - PlayStation 4",
"Nyko Net Connect for Wii"
] | <a_140><b_164><c_230> | PlayStation 4 Battlefield 4 Launch Day Bundle | [
"<a_61><b_47><c_32>",
"<a_61><b_47><c_60>",
"<a_61><b_47><c_8>",
"<a_21><b_19><c_204>",
"<a_140><b_220><c_113>",
"<a_140><b_50><c_3>",
"<a_140><b_213><c_236>",
"<a_61><b_181><c_195>",
"<a_61><b_47><c_10>",
"<a_140><b_50><c_12>"
] | [
"PlayStation 3 Dualshock 3 Wireless Controller (Black)",
"PlayStation 2 Dualshock Controller Black",
"PlayStation 3 Dualshock 3 Wireless Controller (Urban Camouflage) - Playstation 3",
"Nyko Net Connect for Wii",
"PlayStation Eye",
"Call of Duty: Ghosts - PlayStation 4",
"Watch Dogs - PlayStation 4",
... | 0 | 4 | The target represents a continuation of the user's PlayStation 4 military-shooter interest, combining the platform focus of the camera and controller with the genre signal from "Call of Duty: Ghosts - PlayStation 4." "PlayStation 4 Battlefield 4 Launch Day Bundle" is therefore strongly inferable as a same-subcategory c... | The beams allocate capacity to legacy PlayStation controllers, Xbox hardware, Wii connectivity, camera peripherals, PlayStation 4 shooters, and another PlayStation 4 action title. "Call of Duty: Ghosts Hardened Edition - PlayStation 4" is the closest beam because it is another special-edition PlayStation 4 military sho... | The CoT identifies the first-person-shooter interest from "Call of Duty: Ghosts - PlayStation 4," which is relevant to the target. However, it asserts a PlayStation 3 preference despite no PlayStation 3 title in the history and never chooses between shooter software and accessories. Its diffuse conclusion agrees closel... | dominant_with_secondary | same_subcategory | 4 | same_category | 6 | 5 | 3 | over_diversified | harmful | true | 5 | unsupported_claim | slate_calibration | Despite a strong PlayStation 4 shooter signal, the slate spends half its capacity on unsupported PlayStation 2, PlayStation 3, and Xbox controller variants. | reduce_irrelevant_diversity |
[
"<a_193><b_42><c_235>",
"<a_30><b_87><c_93>",
"<a_61><b_247><c_90>"
] | [
"Super Smash Bros. - Nintendo Wii U",
"Corpse Party: Blood Drive - Everafter Edition - PlayStation Vita",
"USPRO® PlayStation 2 Wired Controller, Gamepad, Black"
] | <a_61><b_248><c_151> | Steam Controller | [
"<a_61><b_44><c_172>",
"<a_61><b_247><c_172>",
"<a_113><b_35><c_14>",
"<a_61><b_35><c_122>",
"<a_61><b_228><c_90>",
"<a_113><b_35><c_8>",
"<a_61><b_170><c_90>",
"<a_61><b_0><c_234>",
"<a_61><b_47><c_60>",
"<a_61><b_247><c_90>"
] | [
"DualShock 4 Wireless Controller for PlayStation 4 - 20th Anniversary Edition",
"DualShock 4 Wireless Controller for PlayStation 4 - Crystal",
"Nintendo Super Smash Bros. Black Classic Gamecube Controller",
"Mad Catz Street Fighter V Arcade FightStick TES+ for PlayStation4 and PlayStation3",
"Hyperkin \"GN6... | 0 | 3 | The target represents game-controller hardware, directly supported by the latest interaction, “USPRO® PlayStation 2 Wired Controller, Gamepad, Black.” It is a different controller rather than a repeat, while “Super Smash Bros. - Nintendo Wii U” and “Corpse Party: Blood Drive” provide only broad gaming context. A contro... | All ten beams allocate capacity to controllers, spanning PlayStation, GameCube, Genesis, PC, and arcade-control niches. “Buffalo iBuffalo Classic USB Gamepad for PC” is the closest substitute because it addresses the same gamepad need, although the exact Steam Controller is absent. The slate is relevant to the latest i... | The CoT identifies controllers and gaming accessories as a relevant direction, but it weakly frames that choice amid unsupported claims about nostalgia, deep storytelling, and atmospheric tension. Its final decision favors games combining action, narrative, and retro qualities rather than clearly selecting controller h... | scattered | same_subcategory | 3 | substitute | 6 | 10 | 3 | under_diversified | partly_useful | true | 3 | answer_mismatch | exact_match_objective | The slate captured the controller intent and included a viable PC-gamepad substitute, but exact-match evaluation gives no credit because the specific Steam Controller was absent. | semantic_reward |
[
"<a_123><b_233><c_44>",
"<a_240><b_37><c_115>",
"<a_140><b_253><c_31>",
"<a_208><b_235><c_156>"
] | [
"Wolfenstein: The New Order",
"Grand Theft Auto V - Xbox One",
"Doom - Xbox One",
"Naruto Shippuden: Ultimate Ninja Storm 4 - Xbox One"
] | <a_86><b_105><c_118> | South Park: The Fractured but Whole - Xbox One | [
"<a_131><b_155><c_206>",
"<a_39><b_69><c_69>",
"<a_39><b_77><c_69>",
"<a_131><b_55><c_86>",
"<a_39><b_77><c_105>",
"<a_39><b_151><c_9>",
"<a_131><b_52><c_86>",
"<a_39><b_182><c_247>",
"<a_39><b_148><c_21>",
"<a_131><b_224><c_10>"
] | [
"Fallout 4 - Xbox One",
"Call of Duty: Black Ops III - Standard Edition - Xbox One",
"Call of Duty: Infinite Warfare - Standard Edition - Xbox One",
"Gears of War: Ultimate Edition - Xbox One",
"Call of Duty: Infinite Warfare - Xbox One Legacy Edition",
"Halo 5: Guardians",
"Gears of War 4 - Xbox One",
... | 0 | 4 | “South Park: The Fractured but Whole” represents a licensed comedy RPG on Xbox One, a new sub-interest relative to the mostly action-and-shooter history. “Naruto Shippuden: Ultimate Ninja Storm 4” weakly supports another licensed non-shooter game, but no prior South Park, comedy, or RPG interest points closely to this ... | The slate covers five action-heavy clusters: “Fallout 4,” repeated Call of Duty shooters, two Gears titles, “Halo 5: Guardians,” and “Overwatch.” “Fallout 4” is closest because it shares the broad RPG category with the target, but it is not a substitute for a South Park comedy RPG. Nine beams are plausible action conti... | The CoT identifies the action/shooter and Xbox signals from “Wolfenstein,” “Grand Theft Auto V,” “Doom,” and “Naruto,” but adds only a broad action, narrative, and multiplayer preference rather than deriving the target’s comedy-RPG interest. Its claim that “Doom” demonstrates cooperative and strategic play is unsupport... | dominant_with_secondary | broadening | 2 | same_category | 5 | 9 | 4 | under_diversified | partly_useful | false | 5 | generic_restatement | target_noise | The target is a weakly signaled genre broadening, while the model reasonably follows the dominant shooter history but wastes substantial beam capacity on Call of Duty and Gears variants. | downweight_noise |
[
"<a_74><b_182><c_176>",
"<a_201><b_134><c_71>",
"<a_249><b_31><c_126>"
] | [
"Transformers Devastation - PlayStation 4",
"PlayStation 4 500GB Console - Batman Arkham Knight Bundle Limited Edition[Discontinued]",
"Sony PlayStation Vita WiFi"
] | <a_7><b_36><c_217> | Xbox One X 1TB Limited Edition Console - Project Scorpio Edition [Discontinued] | [
"<a_201><b_31><c_107>",
"<a_208><b_175><c_0>",
"<a_131><b_210><c_0>",
"<a_201><b_36><c_181>",
"<a_201><b_213><c_242>",
"<a_208><b_235><c_151>",
"<a_201><b_2><c_102>",
"<a_131><b_209><c_151>",
"<a_1><b_126><c_217>",
"<a_249><b_31><c_126>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"Street Fighter V - PlayStation 4 Standard Edition",
"Fallout 4 - PlayStation 4",
"PlayStation 4 500GB Console - Star Wars Battlefront Limited Edition Bundle [Discontinued]",
"The Last of Us Remastered - PlayStation 4",
"Naruto Shippuden: Ultimate Ninja Storm ... | 0 | 3 | The target represents continued interest in gaming hardware, specifically a limited-edition home console. The prior "PlayStation 4 500GB Console" and "Sony PlayStation Vita WiFi" directly support hardware interest, but neither signals an Xbox switch or the specific Project Scorpio edition, so the category is moderately... | The slate devotes seven slots to varied PlayStation 4 games and three to Sony hardware, including two PS4 console bundles and the repeated "Sony PlayStation Vita WiFi." The PS4 limited-edition bundles are closest to the target because they share the home-console category, but they are different-platform products rather... | The CoT treats "Uncharted" as a demonstrated historical preference and asserts cooperative elements, neither of which is supported by the provided history titles. Its portability inference from "Sony PlayStation Vita WiFi" is grounded, but it selects action-adventure storytelling rather than the target's home-console h... | dominant_with_secondary | same_subcategory | 3 | same_category | 7 | 8 | 2 | over_diversified | harmful | false | 3 | wrong_interest | reasoning | The reasoning should prioritize the repeated hardware signal and consider alternative home-console platforms instead of inventing an Uncharted-led action-narrative preference. | improve_reasoning |
[
"<a_24><b_38><c_245>",
"<a_1><b_173><c_4>",
"<a_121><b_143><c_19>",
"<a_113><b_31><c_215>"
] | [
"Gravity Rush Remastered - PlayStation 4",
"Valkyria Chronicles Remastered: Launch Edition - PlayStation 4",
"Tokyo Mirage Sessions #FE - Wii U Standard Edition",
"Nintendo - New 3DS XL Legend of Zelda: Majora's Mask Limited Edition - Gold/Black"
] | <a_30><b_92><c_0> | Persona 5 - Standard Edition - PlayStation 4 | [
"<a_121><b_35><c_0>",
"<a_1><b_25><c_254>",
"<a_1><b_150><c_189>",
"<a_1><b_177><c_184>",
"<a_1><b_68><c_121>",
"<a_121><b_76><c_208>",
"<a_121><b_193><c_2>",
"<a_121><b_146><c_26>",
"<a_1><b_173><c_4>",
"<a_121><b_28><c_129>"
] | [
"Megadimension Neptunia VII - PlayStation 4",
"Fire Emblem Fates: Conquest - Nintendo 3DS",
"Legend of Heroes: Trails of Cold Steel - PlayStation 3",
"Grand Kingdom - PlayStation 4",
"Nights of Azure - PlayStation 4",
"Star Ocean: Integrity and Faithlessness - PlayStation 4",
"Hatsune Miku: Project DIVA... | 0 | 4 | "Persona 5 - Standard Edition - PlayStation 4" represents the user's interest in Japanese, character-focused console RPGs, most directly supported by "Tokyo Mirage Sessions #FE" and more broadly by "Valkyria Chronicles Remastered" and "Gravity Rush Remastered." It is moderately inferable because it continues that RPG i... | The beams concentrate on Japanese RPGs such as "Megadimension Neptunia VII," "Legend of Heroes: Trails of Cold Steel," and "Star Ocean: Integrity and Faithlessness," while also covering tactical games and the music-oriented "Hatsune Miku: Project DIVA X." "Legend of Heroes: Trails of Cold Steel" is the closest beam bec... | The CoT identifies supported themes of RPGs, strategy, and character-driven stories, which broadly include the interest represented by "Persona 5." Its conclusion agrees closely with the RPG- and strategy-heavy beams, but the reasoning remains too generic to distinguish Persona from alternatives such as "Tales of Zesti... | dominant_with_secondary | same_subcategory | 3 | same_category | 4 | 9 | 1 | calibrated | partly_useful | true | 5 | generic_restatement | beam_retrieval | The model correctly focused on the user's Japanese RPG and strategy interests, but candidate retrieval omitted "Persona 5" despite returning numerous less-specific games from the same broad category. | improve_beam_search |
[
"<a_239><b_25><c_213>",
"<a_140><b_3><c_141>",
"<a_239><b_155><c_13>",
"<a_235><b_161><c_239>",
"<a_13><b_7><c_215>",
"<a_175><b_113><c_76>",
"<a_189><b_115><c_30>",
"<a_175><b_83><c_0>",
"<a_191><b_97><c_38>",
"<a_24><b_156><c_40>"
] | [
"Kirby's Return to Dream Land",
"The Saboteur - Xbox 360",
"Cursed Mountain - Nintendo Wii",
"Ghostbusters: The Video Game - Nintendo Wii",
"Mercenaries: Playground of Destruction - PlayStation 2",
"Donkey Kong Country Returns",
"PS3 500 GB Grand Theft Auto V Bundle",
"The Legend of Zelda: Twilight Pr... | <a_240><b_157><c_13> | Manhunt - PlayStation 2 | [
"<a_71><b_66><c_11>",
"<a_239><b_236><c_95>",
"<a_24><b_156><c_78>",
"<a_239><b_196><c_173>",
"<a_175><b_83><c_0>",
"<a_239><b_39><c_242>",
"<a_24><b_156><c_40>",
"<a_239><b_200><c_87>",
"<a_140><b_3><c_141>",
"<a_239><b_25><c_213>"
] | [
"Tomb Raider: Underworld",
"Ghost Squad - Nintendo Wii",
"Tomb Raider Greatest Hits - PlayStation 3",
"Ms. Pac-Man",
"The Legend of Zelda: Twilight Princess",
"Kirby Nightmare in Dream Land",
"Tomb Raider Game of the Year - PlayStation 3",
"Kirby & The Rainbow Curse",
"The Saboteur - Xbox 360",
"K... | 0 | 10 | “Manhunt - PlayStation 2” represents the history’s mature PS2 action thread, supported by “Mercenaries: Playground of Destruction,” “Black,” and the broader crime-action title “The Saboteur.” It is a coherent same-subcategory continuation, but those titles allow many possible next games, making the exact target only mo... | The beams concentrate on Tomb Raider titles, Kirby titles, and repeats such as “The Legend of Zelda: Twilight Princess” and “The Saboteur,” with “Ms. Pac-Man” adding a weakly supported arcade interest. “The Saboteur” is the closest beam because it shares the target’s mature action category without being an interchangea... | The CoT identifies the broad action-adventure and platforming themes, which mainly agree with the Tomb Raider, Zelda, and Kirby beams and encompass the target only at a broad level. Its claims that “Ghostbusters” and “Mercenaries” establish cooperative play and that “The Saboteur” and “Black” establish humor are unsupp... | dominant_with_secondary | same_subcategory | 3 | same_category | 6 | 9 | 4 | under_diversified | harmful | true | 4 | unsupported_claim | slate_calibration | Despite substantial PS2 and mature-action evidence, the slate spends six positions on Tomb Raider and Kirby clusters and leaves the target’s more specific interest without a candidate. | increase_relevant_diversity |
[
"<a_80><b_59><c_176>",
"<a_80><b_232><c_32>",
"<a_71><b_158><c_1>",
"<a_80><b_95><c_7>",
"<a_123><b_67><c_13>",
"<a_123><b_78><c_71>",
"<a_80><b_59><c_10>"
] | [
"Resident Evil 4 - Gamecube",
"Resident Evil 2 - Gamecube",
"The Evil Within - PlayStation 4",
"Resident Evil 3: Nemesis",
"Resident Evil - Gamecube",
"Resident Evil 4 - PlayStation 4 Standard Edition",
"Resident Evil Code Veronica"
] | <a_123><b_58><c_78> | Resident Evil 7: Biohazard - PS4 Digital Code | [
"<a_80><b_59><c_248>",
"<a_80><b_59><c_0>",
"<a_80><b_59><c_29>",
"<a_80><b_59><c_159>",
"<a_123><b_67><c_103>",
"<a_80><b_59><c_10>",
"<a_123><b_67><c_42>",
"<a_80><b_59><c_176>",
"<a_80><b_232><c_32>",
"<a_123><b_67><c_13>"
] | [
"Resident Evil: Operation Raccoon City - Xbox 360",
"Resident Evil 2",
"Resident Evil 5 - Playstation 3",
"Resident Evil: Outbreak - PlayStation 2",
"Resident Evil 3: Nemesis - Gamecube",
"Resident Evil Code Veronica",
"Resident Evil Zero - Gamecube",
"Resident Evil 4 - Gamecube",
"Resident Evil 2 -... | 0 | 7 | “Resident Evil 7: Biohazard - PS4 Digital Code” represents continued interest in the Resident Evil series, supported by six of seven history items being Resident Evil titles, including “Resident Evil 4 - PlayStation 4 Standard Edition.” It is strongly inferable as another series entry, although the history does not uni... | All ten beams allocate capacity to the Resident Evil series, and “Resident Evil 5 - Playstation 3” is the closest useful relation as another numbered series entry, though not a substitute for Resident Evil 7. Every beam is franchise-relevant, but several repeat titles already in the history and the target is absent. Th... | The CoT selects a broad horror and survival theme but fails to make the more discriminative Resident Evil-series continuation decision evident from titles such as “Resident Evil 2 - Gamecube” and “Resident Evil Code Veronica.” Its claims about resource management, character development, and strategic gameplay are unsup... | concentrated | same_brand_or_series | 4 | same_category | 1 | 10 | 2 | calibrated | harmful | false | 4 | unsupported_claim | beam_retrieval | The slate captured the dominant Resident Evil interest but omitted Resident Evil 7 while spending multiple ranks on titles already present in the history. | improve_beam_search |
[
"<a_219><b_194><c_217>",
"<a_21><b_87><c_247>",
"<a_219><b_57><c_168>",
"<a_21><b_44><c_75>",
"<a_21><b_44><c_75>",
"<a_219><b_132><c_140>",
"<a_21><b_229><c_129>",
"<a_219><b_81><c_183>",
"<a_61><b_170><c_90>"
] | [
"Sega Saturn System - Video Game Console",
"PS3 Optical Digital Cable",
"Gamecube Memory Card 251",
"PS2 Controller Extension Cable - 6 Foot (Bulk Packaging)",
"PS2 Controller Extension Cable - 6 Foot (Bulk Packaging)",
"Retro Bit Universal 3 in 1 AC Adapter NES/SNES/GENESIS",
"4x Wii/Gamecube Extension... | <a_13><b_87><c_62> | Time Crisis: Razing Storm - Playstation 3 | [
"<a_21><b_44><c_75>",
"<a_21><b_138><c_81>",
"<a_21><b_144><c_105>",
"<a_21><b_18><c_85>",
"<a_21><b_117><c_122>",
"<a_21><b_28><c_201>",
"<a_21><b_87><c_247>",
"<a_21><b_132><c_226>",
"<a_21><b_229><c_129>",
"<a_21><b_155><c_108>"
] | [
"PS2 Controller Extension Cable - 6 Foot (Bulk Packaging)",
"Gam3Gear SNES Nintendo N64 Gamecube S Video Cable",
"Gen 2 x Extension Cable for Super Nintendo SNES Controller",
"JINHEZO Game Cable For Playstation PS3 AV Cable (Bulk Packaging)",
"Tomee HD VGA Cable for Dreamcast",
"Lowpricenice Premium High ... | 0 | 9 | “Time Crisis: Razing Storm - Playstation 3” represents a shift from gaming setup accessories to playable PS3 software. The only direct platform cue is “PS3 Optical Digital Cable,” while most of the history consists of cables, adapters, memory cards, and controllers across several systems. The broad gaming-domain connec... | The beams allocate nearly all capacity to connectivity accessories, including controller extensions, Nintendo video cables, and several PS3 audio/video cables. The PS3 cables are platform-complementary to “Time Crisis: Razing Storm,” but none is game software or a substitute for the target. This accessory-centered slat... | The CoT correctly extracts a broad connectivity and retro-accessory theme from items such as “PS2 Controller Extension Cable” and “Retro Bit Universal 3 in 1 AC Adapter NES/SNES/GENESIS.” It does not derive an interest in PS3 games and mostly restates the accessory pattern; its references to Dreamcast and Nintendo 64 i... | concentrated | broadening | 2 | complementary | 5 | 9 | 3 | calibrated | partly_useful | false | 5 | generic_restatement | target_noise | The accessory-heavy slate matches the observed history, while the target's shift to a specific PS3 game has too little historical support to diagnose as a beam failure. | downweight_noise |
[
"<a_208><b_175><c_90>",
"<a_249><b_170><c_61>",
"<a_113><b_160><c_0>",
"<a_113><b_152><c_199>"
] | [
"Street Fighter Anniversary Collection",
"Buyee 128MB Memory Card for Sony Playstation 2",
"Nintendo 2DS - Electric Blue",
"HORI Compact PlayStand - Zelda Edition, Officially Licensed by Nintendo - Nintendo Switch"
] | <a_250><b_55><c_95> | Mario Kart 7 | [
"<a_113><b_232><c_97>",
"<a_208><b_196><c_65>",
"<a_113><b_91><c_165>",
"<a_61><b_228><c_90>",
"<a_113><b_235><c_2>",
"<a_233><b_44><c_175>",
"<a_113><b_235><c_28>",
"<a_113><b_174><c_101>",
"<a_113><b_35><c_14>",
"<a_113><b_35><c_8>"
] | [
"Redesigned REPLACEMENT Joystick for Nintendo 64 Controller Repair N64 Thumbstick Pad",
"Tekken 5 - PlayStation 2",
"Nintendo 64 Rumble Pak (NUS-013)",
"Hyperkin \"GN6\" Premium Controller for Genesis",
"Nintendo New 3DS XL - Black",
"Sega Dreamcast Controller (Original Gray)",
"Nintendo New 3DS Xl - Re... | 0 | 4 | “Mario Kart 7” represents a Nintendo handheld racing-game interest, supported most directly by “Nintendo 2DS - Electric Blue” and more broadly by the later Nintendo Switch playstand. A game for the owned handheld is a natural complement, but this specific racer is only moderately inferable because the history contains ... | The beams focus mainly on retro-console controllers and accessories, including “Nintendo 64 Rumble Pak,” the Hyperkin Genesis controller, and two GameCube controllers, while two New 3DS XL variants and “Tekken 5” cover handheld Nintendo and fighting/PS2 interests. “Nintendo New 3DS XL” is the closest beam because it is... | The CoT turns “Nintendo 2DS - Electric Blue” and “HORI Compact PlayStand - Zelda Edition” into a generic functionality-and-nostalgia story without deciding on Nintendo handheld software. It therefore misses “Mario Kart 7”’s handheld-racing interest, although its retro-accessory conclusion agrees strongly with the contr... | multi_interest | complementary | 3 | complementary | 7 | 3 | 3 | over_diversified | harmful | false | 5 | wrong_interest | reasoning | The model over-indexed on unsupported retro-controller nostalgia, overlooking the direct Nintendo 2DS-to-“Mario Kart 7” complementary path and dispersing beams across unrelated legacy platforms. | improve_reasoning |
[
"<a_208><b_175><c_90>",
"<a_249><b_170><c_61>",
"<a_113><b_160><c_0>",
"<a_113><b_152><c_199>",
"<a_250><b_55><c_95>"
] | [
"Street Fighter Anniversary Collection",
"Buyee 128MB Memory Card for Sony Playstation 2",
"Nintendo 2DS - Electric Blue",
"HORI Compact PlayStand - Zelda Edition, Officially Licensed by Nintendo - Nintendo Switch",
"Mario Kart 7"
] | <a_119><b_109><c_15> | Lilyy Protective Soft Silicone Rubber Gel Skin Case Cover for Nintendo 2DS | [
"<a_113><b_232><c_97>",
"<a_250><b_21><c_158>",
"<a_113><b_235><c_2>",
"<a_113><b_35><c_14>",
"<a_193><b_104><c_221>",
"<a_113><b_35><c_8>",
"<a_193><b_101><c_190>",
"<a_250><b_25><c_131>",
"<a_250><b_238><c_255>",
"<a_250><b_106><c_156>"
] | [
"Redesigned REPLACEMENT Joystick for Nintendo 64 Controller Repair N64 Thumbstick Pad",
"Nintendo Selects: Super Mario All-Stars",
"Nintendo New 3DS XL - Black",
"Nintendo Super Smash Bros. Black Classic Gamecube Controller",
"Capcom Classics Collection",
"Nintendo Super Smash Bros. White Classic Gamecube... | 0 | 5 | The target represents a device-specific protective accessory for the user's Nintendo 2DS. It is strongly supported by the prior “Nintendo 2DS - Electric Blue” and by accessory purchases such as the PlayStation 2 memory card and “HORI Compact PlayStand.” A case for an explicitly owned console is highly inferable, althou... | The beams allocate capacity to Mario games, Smash Bros., retro collections, Nintendo hardware, and controller accessories. The “Redesigned REPLACEMENT Joystick for Nintendo 64” is closest only through the broad Nintendo-accessory category; it neither substitutes for nor complements a 2DS case. The slate is too broad ac... | The CoT usefully notices the accessory pattern from the memory card and play stand, so it identifies the broad interest containing the target. However, it prioritizes nostalgia and competitive gameplay rather than deriving a device-specific accessory for the owned 2DS. The beams largely agree with that misplaced emphas... | dominant_with_secondary | complementary | 5 | same_category | 7 | 6 | 2 | over_diversified | partly_useful | true | 4 | wrong_interest | reasoning | The model should prioritize an obvious accessory for the explicitly owned 2DS over diffuse nostalgia and legacy-platform interests. | improve_reasoning |
[
"<a_208><b_175><c_90>",
"<a_249><b_170><c_61>",
"<a_113><b_160><c_0>",
"<a_113><b_152><c_199>",
"<a_250><b_55><c_95>",
"<a_119><b_109><c_15>"
] | [
"Street Fighter Anniversary Collection",
"Buyee 128MB Memory Card for Sony Playstation 2",
"Nintendo 2DS - Electric Blue",
"HORI Compact PlayStand - Zelda Edition, Officially Licensed by Nintendo - Nintendo Switch",
"Mario Kart 7",
"Lilyy Protective Soft Silicone Rubber Gel Skin Case Cover for Nintendo 2D... | <a_119><b_178><c_139> | Mudder Protective Travel Carrying Case Cover for Nintendo 2DS, Red | [
"<a_113><b_104><c_28>",
"<a_113><b_232><c_97>",
"<a_113><b_230><c_103>",
"<a_113><b_174><c_101>",
"<a_113><b_235><c_2>",
"<a_119><b_146><c_253>",
"<a_113><b_29><c_66>",
"<a_113><b_35><c_8>",
"<a_113><b_35><c_14>",
"<a_113><b_152><c_199>"
] | [
"Nintendo 3DS Compatible with 3DS / 3DS XL / 2DS AC Adapter",
"Redesigned REPLACEMENT Joystick for Nintendo 64 Controller Repair N64 Thumbstick Pad",
"Nintendo 3DS XL - Red/Black",
"CirKa \"S91\" Premium Controller for SNES",
"Nintendo New 3DS XL - Black",
"dreamGEAR Comfort GRIP Protection for your NEW N... | 0 | 6 | The target represents protection and transport for the user's Nintendo 2DS. “Nintendo 2DS - Electric Blue” and the recent “Lilyy Protective Soft Silicone Rubber Gel Skin Case Cover for Nintendo 2DS” strongly support another 2DS protective accessory, although the exact Mudder travel case is only one of several plausible... | The beams spread capacity across 3DS-family hardware and accessories, N64/SNES/Wii U/GameCube controllers, and the previously seen Switch stand. The closest item, “dreamGEAR Comfort GRIP Protection for your NEW Nintendo 3DS XL,” shares the handheld-protection category but is for a different system and use; the slate is... | The CoT identifies portable-gaming accessories and practical enhancements, so it reaches the target's broad interest but never concretely prioritizes 2DS protection after the 2DS and its silicone skin. Its broad emphasis on retro gaming and accessories generally agrees with the emitted handheld products and legacy-syst... | dominant_with_secondary | same_subcategory | 4 | same_category | 6 | 3 | 3 | over_diversified | partly_useful | true | 4 | no_decision | slate_calibration | The recent 2DS and protective-skin sequence strongly favored another 2DS protective accessory, but most beam capacity was spent on unsupported Nintendo systems and controller generations. | reduce_irrelevant_diversity |
[
"<a_194><b_15><c_66>",
"<a_24><b_96><c_27>",
"<a_131><b_82><c_211>",
"<a_191><b_63><c_31>",
"<a_201><b_18><c_56>",
"<a_240><b_37><c_115>",
"<a_24><b_72><c_142>",
"<a_191><b_10><c_232>",
"<a_191><b_190><c_51>",
"<a_30><b_92><c_0>"
] | [
"Dishonored 2 - PlayStation 4",
"Rise of the Tomb Raider: 20 Year Celebration - PlayStation 4",
"Sid Meier's Civilization VI - PC",
"The Witness - PS4 [Digital Code]",
"Mass Effect Andromeda - Pre-load - PS4 Digital Code",
"Grand Theft Auto V - Xbox One",
"Horizon Zero Dawn - PlayStation 4",
"Watch Do... | <a_201><b_151><c_255> | Playstation Plus: 3 Month Membership [Digital Code] | [
"<a_24><b_185><c_47>",
"<a_30><b_92><c_146>",
"<a_24><b_38><c_11>",
"<a_30><b_92><c_0>",
"<a_191><b_76><c_188>",
"<a_123><b_58><c_78>",
"<a_24><b_96><c_27>",
"<a_191><b_252><c_227>",
"<a_24><b_72><c_142>",
"<a_191><b_10><c_232>"
] | [
"ReCore - Xbox One",
"Persona 5 - SteelBook Edition - PlayStation 4",
"Gravity Rush 2 - PlayStation 4",
"Persona 5 - Standard Edition - PlayStation 4",
"Mirror's Edge Catalyst - PlayStation 4",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Rise of the Tomb Raider: 20 Year Celebration - PlayStation 4... | 0 | 10 | The target is a PlayStation Plus digital membership, a platform-service need that complements the user's PS4 library rather than extending a specific game genre. It is supported by repeated PS4 interactions such as "Horizon Zero Dawn," "Persona 5," and "Dishonored 2," plus digital-code items such as "The Witness" and "... | The beams devote most capacity to action-adventure and RPG games such as "ReCore," "Gravity Rush 2," and two editions of "Persona 5," with smaller allocations to horror through "Resident Evil 7" and VR through "Eagle Flight." The closest relation is complementary because the predicted PS4 games belong to the ecosystem ... | The CoT makes a concrete choice to continue narrative and action-oriented games based on titles such as "Dishonored 2," "Horizon Zero Dawn," "Watch Dogs 2," and "Persona 5." It never considers a PlayStation service or digital membership despite the many PS4 and digital-code interactions, so it selects the wrong interes... | dominant_with_secondary | complementary | 3 | complementary | 4 | 9 | 2 | under_diversified | harmful | false | 5 | wrong_interest | reasoning | The model overcommitted to game genres and failed to convert repeated PS4 and digital-code evidence into a PlayStation service candidate, while beam decoding faithfully followed that mistaken focus. | improve_reasoning |
[
"<a_30><b_104><c_169>",
"<a_30><b_104><c_169>"
] | [
"Shin Megami Tensei: Persona 3 FES - PlayStation 2",
"Shin Megami Tensei: Persona 3 FES - PlayStation 2"
] | <a_201><b_239><c_3> | Resident Evil Origins Collection - PlayStation 4 Standard Edition | [
"<a_30><b_104><c_169>",
"<a_195><b_171><c_31>",
"<a_30><b_128><c_164>",
"<a_216><b_92><c_163>",
"<a_30><b_106><c_179>",
"<a_195><b_59><c_156>",
"<a_195><b_171><c_22>",
"<a_216><b_15><c_78>",
"<a_216><b_142><c_77>",
"<a_195><b_161><c_239>"
] | [
"Shin Megami Tensei: Persona 3 FES - PlayStation 2",
"Shin Megami Tensei: Persona 3 Portable - Sony PSP",
"Heavy Rain: Director's Cut PS3",
"Return to PopoloCrois: A STORY OF SEASONS Fairytale - Nintendo 3DS",
"Muramasa Rebirth - PlayStation Vita",
"Shin Megami Tensei IV - Nintendo 3DS",
"Shin Megami Te... | 0 | 2 | The target represents interest in the different "Resident Evil" franchise and a PlayStation 4 collection, whereas the history contains only two interactions with "Shin Megami Tensei: Persona 3 FES" on PlayStation 2. No title-level bridge supports this franchise jump, so it is an exploration and essentially unpredictabl... | Four beams remain plausibly tied to the observed interest: the "Persona 3 FES" repeat, "Persona 3 Portable," "Shin Megami Tensei IV," and "Persona 4." None approaches "Resident Evil Origins Collection"; even "Castlevania Lords of Shadow Collection" shares only superficial collection framing and is not a category match ... | The CoT makes a concrete decision to continue with Shin Megami Tensei/Persona, which agrees with beams such as "Persona 3 Portable," "Shin Megami Tensei IV," and "Persona 4" but does not identify the target's Resident Evil interest. Its claims about moral dilemmas, action-strategy blending, rich lore, and character dev... | concentrated | exploration | 1 | unrelated | 7 | 4 | 3 | over_diversified | harmful | false | 3 | unsupported_claim | target_noise | Two repeated Persona 3 interactions support Persona/SMT continuations but provide no fair basis for predicting the jump to Resident Evil. | downweight_noise |
[
"<a_157><b_198><c_79>",
"<a_214><b_133><c_21>",
"<a_61><b_170><c_90>",
"<a_175><b_24><c_4>",
"<a_250><b_224><c_179>"
] | [
"Mayflash W010 Wireless Sensor DolphinBar for Wii",
"Logitech G27 Racing Wheel",
"Buffalo iBuffalo Classic USB Gamepad for PC",
"New Super Mario Bros. Wii",
"Super Mario Maker - Nintendo Wii U"
] | <a_202><b_115><c_229> | AULA LED Backlit Gaming Keyboard (3 Colorways) | [
"<a_113><b_9><c_63>",
"<a_113><b_147><c_140>",
"<a_113><b_104><c_28>",
"<a_113><b_240><c_225>",
"<a_113><b_35><c_14>",
"<a_113><b_35><c_8>",
"<a_113><b_235><c_28>",
"<a_113><b_231><c_3>",
"<a_250><b_116><c_226>",
"<a_113><b_235><c_2>"
] | [
"Mayflash GameCube Controller Adapter for Wii U, PC USB and Switch, 4 Port",
"PDP Wired Fight Pad for Wii U - Mario",
"Nintendo 3DS Compatible with 3DS / 3DS XL / 2DS AC Adapter",
"Super Smash Bros. GameCube Adapter for Wii U",
"Nintendo Super Smash Bros. Black Classic Gamecube Controller",
"Nintendo Supe... | 0 | 5 | The AULA LED Backlit Gaming Keyboard represents a new PC gaming-input peripheral within the user's broader gaming-accessory interest. The Logitech G27 Racing Wheel and Buffalo iBuffalo Classic USB Gamepad provide direct evidence for gaming input hardware, while the Mayflash Wireless Sensor DolphinBar further supports a... | The beams concentrate on Nintendo hardware, especially Wii U controllers and adapters such as the PDP Wired Fight Pad and Mayflash GameCube Controller Adapter, with smaller allocations to 3DS hardware and Yoshi's Woolly World. These input devices share the target's broad gaming-peripheral category but cannot substitute... | The CoT usefully recognizes gaming peripherals from the Logitech G27 Racing Wheel and Buffalo iBuffalo Classic USB Gamepad, which includes the target's broad interest. However, it does not choose a specific direction between accessories and classic Nintendo experiences, and its claim of a handheld-gaming preference is ... | dominant_with_secondary | broadening | 3 | same_category | 5 | 9 | 4 | under_diversified | partly_useful | true | 5 | no_decision | slate_calibration | The slate overcommits to Nintendo controller and handheld variants despite clear history support for broader gaming-input peripherals such as the target keyboard. | increase_relevant_diversity |
[
"<a_30><b_208><c_123>",
"<a_217><b_121><c_56>",
"<a_106><b_118><c_129>",
"<a_119><b_199><c_8>",
"<a_121><b_53><c_19>",
"<a_162><b_5><c_144>",
"<a_162><b_250><c_113>",
"<a_175><b_66><c_171>",
"<a_106><b_184><c_210>",
"<a_216><b_112><c_119>"
] | [
"DanganRonpa: Trigger Happy Havoc - PlayStation Vita",
"LEGO Batman 3: Beyond Gotham - PlayStation Vita",
"Bejeweled 3 - Nintendo DS",
"Style Savvy: Trendsetters - Nintendo 3DS",
"Theatrhythm Final Fantasy: Curtain Call - Nintendo 3DS",
"Nintendo NFC Reader/Writer Accessory - Nintendo 3DS",
"Animal Cros... | <a_10><b_86><c_68> | The Elder Scrolls V: Skyrim Legendary Edition [Online Game Code] | [
"<a_216><b_93><c_101>",
"<a_216><b_112><c_114>",
"<a_216><b_219><c_158>",
"<a_216><b_51><c_130>",
"<a_216><b_122><c_148>",
"<a_216><b_165><c_184>",
"<a_216><b_28><c_31>",
"<a_216><b_14><c_156>",
"<a_216><b_142><c_77>",
"<a_216><b_112><c_119>"
] | [
"The Legend of Zelda: A Link Between Worlds 3D",
"The Legend of Zelda: The Wind Waker (HD Deluxe Set) for Nintendo Wii U",
"Hyrule Warriors: Legends - Nintendo 3DS",
"Xenoblade Chronicles 3D - New Nintendo 3DS",
"Persona Q: Shadow of the Labyrinth - The Wild Cards Premium Edition, Nintendo 3DS",
"The Lege... | 0 | 10 | “The Elder Scrolls V: Skyrim Legendary Edition” represents a fantasy role-playing/adventure interest, supported broadly by the recent “The Legend of Zelda: Majora's Mask 3D” and narrative-oriented titles such as “DanganRonpa: Trigger Happy Havoc.” It is a plausible broadening from those interests, but no prior Elder Sc... | The beams concentrate on Zelda adventures—including “A Link Between Worlds,” “The Wind Waker,” and “Twilight Princess”—plus Nintendo role-playing titles such as “Xenoblade Chronicles 3D” and “Bravely Default.” “Xenoblade Chronicles 3D” is the closest same-category candidate to Skyrim, but it is a different title and se... | The CoT recognizes the relevant broad adventure theme from “DanganRonpa: Trigger Happy Havoc” and “The Legend of Zelda: Majora's Mask 3D,” but its proposed mix of adventure, strategy, and collectibles is not a concrete choice among interests. Its broad adventure conclusion agrees with the RPG/adventure-heavy beams, whi... | multi_interest | broadening | 3 | same_category | 3 | 10 | 4 | under_diversified | partly_useful | true | 4 | generic_restatement | slate_calibration | The slate overcommitted to Zelda and adjacent Nintendo RPGs, so broader relevant coverage could have included Skyrim's fantasy role-playing direction. | increase_relevant_diversity |
[
"<a_205><b_201><c_183>",
"<a_205><b_10><c_251>",
"<a_205><b_40><c_234>"
] | [
"Forza Horizon - Xbox 360",
"Forza Horizon 3 - Xbox One",
"Forza Motorsport 4 - Xbox 360"
] | <a_245><b_155><c_254> | Middle Earth: Shadow of Mordor - Xbox One | [
"<a_205><b_136><c_51>",
"<a_205><b_40><c_3>",
"<a_205><b_40><c_83>",
"<a_205><b_136><c_234>",
"<a_205><b_60><c_111>",
"<a_205><b_136><c_53>",
"<a_205><b_10><c_3>",
"<a_205><b_161><c_226>",
"<a_205><b_62><c_251>",
"<a_205><b_201><c_183>"
] | [
"Forza Horizon 2 for Xbox One",
"Forza Motorsport 5",
"Forza Motorsport 5 Day One Edition",
"Forza Horizon 2 for Xbox 360",
"Need for Speed Rivals (Complete Edition) - Xbox One",
"Forza Horizon 2 for Xbox One",
"Forza Horizon 3 - Ultimate Edition - Xbox One",
"Forza Motorsport 6 - Xbox One",
"F1 201... | 0 | 3 | "Middle Earth: Shadow of Mordor - Xbox One" represents a new non-racing, Middle-earth interest. The history consists entirely of racing titles—"Forza Horizon," "Forza Horizon 3," and "Forza Motorsport 4"—so only the Xbox One platform overlaps, making the target essentially unpredictable. | The beams allocate capacity to racing across the Horizon and Motorsport series, plus "Need for Speed Rivals" and "F1 2014." Even the closest candidate, "Forza Horizon 2 for Xbox One," shares only the target's platform and is otherwise unrelated; given the concentrated Forza history, however, the racing-focused slate is... | The CoT makes a concrete, history-supported decision to continue recommending racing games based on the three Forza interactions, and this agrees closely with the emitted beams. It does not identify the target's Middle-earth interest, and claims about customization, multiplayer, graphics, and physics are not supported ... | concentrated | exploration | 1 | unrelated | 4 | 9 | 3 | calibrated | partly_useful | false | 5 | unsupported_claim | target_noise | The all-racing slate is well calibrated to the three-title Forza history, so missing "Shadow of Mordor" reflects an unpredictable exploratory target rather than a beam-search failure. | downweight_noise |
[
"<a_214><b_210><c_138>",
"<a_194><b_243><c_221>",
"<a_39><b_151><c_9>",
"<a_131><b_137><c_58>",
"<a_113><b_152><c_199>"
] | [
"SteelSeries Flux Gaming Headset for PC and other Mobile Devices - Luxury Edition",
"Dark Souls II: Collector's Edition - PC",
"Halo 5: Guardians",
"Fallout 4: Contraptions Workshop - Xbox One Digital Code",
"HORI Compact PlayStand - Zelda Edition, Officially Licensed by Nintendo - Nintendo Switch"
] | <a_89><b_221><c_81> | $20 Battle.net Store Gift Card Balance - Blizzard Entertainment [Digital Code] [Online Game Code] | [
"<a_61><b_44><c_172>",
"<a_61><b_131><c_197>",
"<a_7><b_248><c_16>",
"<a_131><b_155><c_206>",
"<a_7><b_248><c_2>",
"<a_202><b_16><c_110>",
"<a_131><b_137><c_58>",
"<a_131><b_55><c_86>",
"<a_131><b_224><c_10>",
"<a_131><b_52><c_86>"
] | [
"DualShock 4 Wireless Controller for PlayStation 4 - 20th Anniversary Edition",
"Microsoft Xbox Wireless Adapter for Windows 10",
"Xbox One Limited Edition Halo 5: Guardians Master Chief Wireless Controller",
"Fallout 4 - Xbox One",
"Xbox One Limited Edition Halo 5: Guardians Wireless Controller",
"Razer ... | 0 | 5 | The target represents a new interest in Blizzard Battle.net store credit rather than a specific game or accessory. The history offers only indirect support through “Dark Souls II: Collector's Edition - PC” and the digital-code purchase “Fallout 4: Contraptions Workshop - Xbox One Digital Code”; it contains no Blizzard,... | The beams mainly allocate capacity to Xbox games and accessories, including “Fallout 4 - Xbox One,” two Halo 5 controllers, and two Gears of War titles, with smaller allocations to PC and PlayStation hardware. “Fallout 4: Contraptions Workshop - Xbox One Digital Code” is the closest beam because it is another digital g... | The CoT makes a concrete decision to prioritize action/RPG games, Xbox, and gaming accessories, which is broadly supported by “Dark Souls II,” “Halo 5: Guardians,” “Fallout 4: Contraptions Workshop,” and the SteelSeries headset. It does not identify the target’s Battle.net gift-card interest and incorrectly claims that... | dominant_with_secondary | broadening | 2 | same_category | 7 | 9 | 3 | calibrated | partly_useful | false | 4 | unsupported_claim | target_noise | The Xbox- and accessory-oriented slate is well grounded in the history, whereas the Battle.net gift card has no Blizzard, storefront-credit, or gift-card precedent. | downweight_noise |
[
"<a_8><b_252><c_132>",
"<a_39><b_69><c_69>",
"<a_39><b_95><c_159>",
"<a_205><b_143><c_57>",
"<a_131><b_157><c_190>",
"<a_131><b_180><c_129>",
"<a_205><b_161><c_226>"
] | [
"PowerA MOGA Pro Power - Electronic Games",
"Call of Duty: Black Ops III - Standard Edition - Xbox One",
"Titanfall - Xbox One",
"R.C. Pro-Am",
"Borderlands Triple Pack - Xbox 360",
"Destiny: The Taken King - Legendary Edition - Xbox 360",
"Forza Motorsport 6 - Xbox One"
] | <a_123><b_33><c_95> | Resident Evil 5 - Standard Edition - Xbox One | [
"<a_39><b_114><c_237>",
"<a_39><b_77><c_69>",
"<a_39><b_114><c_209>",
"<a_39><b_77><c_105>",
"<a_39><b_151><c_9>",
"<a_131><b_155><c_206>",
"<a_131><b_55><c_86>",
"<a_39><b_148><c_19>",
"<a_39><b_69><c_69>",
"<a_39><b_156><c_118>"
] | [
"Call of Duty: Advanced Warfare - Xbox One",
"Call of Duty: Infinite Warfare - Standard Edition - Xbox One",
"Call of Duty: Advanced Warfare - Xbox 360",
"Call of Duty: Infinite Warfare - Xbox One Legacy Edition",
"Halo 5: Guardians",
"Fallout 4 - Xbox One",
"Gears of War: Ultimate Edition - Xbox One",
... | 0 | 7 | "Resident Evil 5 - Standard Edition - Xbox One" represents a new horror-themed action branch within the user's dominant Xbox action-game interest. "Call of Duty: Black Ops III," "Titanfall," "Borderlands Triple Pack," and "Destiny: The Taken King" support action/shooter demand, but no prior Resident Evil or horror titl... | Six beams are Call of Duty variants, while "Halo 5: Guardians," "Gears of War: Ultimate Edition," "Fallout 4," and "Rainbow Six Siege" provide limited shooter-adjacent breadth. "Gears of War: Ultimate Edition" is the closest same-category Xbox action title, but the slate is too narrow and redundant because it omits bot... | The CoT links "Black Ops III" and "Titanfall" to action/shooters and "R.C. Pro-Am" and "Forza Motorsport 6" to racing, but it never chooses a specific continuation or derives the target's horror branch; it also asserts PlayStation 4 interest despite no PlayStation 4 title in the history. Its broad action conclusion par... | dominant_with_secondary | broadening | 3 | same_category | 5 | 9 | 4 | under_diversified | partly_useful | false | 3 | no_decision | slate_calibration | The slate overallocated six positions to Call of Duty variants instead of covering the history-supported racing interest and adjacent action branches such as the target's Resident Evil theme. | increase_relevant_diversity |
[
"<a_249><b_129><c_157>",
"<a_118><b_233><c_76>",
"<a_193><b_51><c_109>"
] | [
"Sony Computer Entertainment Playstation 3 12GB System",
"Tom Clancy's The Division - PlayStation 4",
"Mega Man Legacy Collection - PS4 [Digital Code]"
] | <a_249><b_180><c_74> | PlayStation Vita Memory Card 64GB (PCH-Z641J) | [
"<a_201><b_31><c_107>",
"<a_131><b_210><c_0>",
"<a_201><b_2><c_102>",
"<a_131><b_209><c_151>",
"<a_201><b_213><c_242>",
"<a_118><b_95><c_6>",
"<a_39><b_78><c_54>",
"<a_123><b_171><c_243>",
"<a_131><b_224><c_68>",
"<a_194><b_15><c_66>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"Fallout 4 - PlayStation 4",
"PlayStation 4 500GB Console - Call of Duty Black Ops III Bundle [Discontinued]",
"No Man's Sky - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"Assassin's Creed: Syndicate - Standard Edition - PlayStation 4",
"Bat... | 0 | 3 | The target, 'PlayStation Vita Memory Card 64GB (PCH-Z641J),' represents Vita storage and PlayStation hardware-accessory demand. 'Sony Computer Entertainment Playstation 3 12GB System' supports a general PlayStation hardware interest, while the two PS4 games reinforce the ecosystem, but no history item signals a Vita or... | The beams allocate nine slots to PS4 games, including 'Uncharted 4: A Thief's End - PlayStation 4,' 'Fallout 4 - PlayStation 4,' and 'Overwatch - Origins Edition - PlayStation 4,' plus one PS4 console bundle. The console bundle is the closest beam only through the broad PlayStation-hardware category; it is neither a su... | The CoT makes a concrete decision to recommend action-oriented PS4 games, and that conclusion agrees closely with the emitted beams. However, it does not derive the target's Vita storage-accessory interest, and claims such as storytelling depth and a solo-versus-social preference are not supported by the supplied title... | dominant_with_secondary | same_brand_or_series | 2 | same_category | 8 | 10 | 1 | calibrated | harmful | false | 5 | wrong_interest | target_noise | The exact miss is primarily an inference-limit case: the history supports PlayStation generally but provides no Vita or storage signal for the specific 64GB memory card. | downweight_noise |
[
"<a_141><b_73><c_216>"
] | [
"Star Wars: Battlefront - Standard Edition - PlayStation 4"
] | <a_45><b_226><c_3> | NHL 17 - PlayStation 4 | [
"<a_201><b_31><c_107>",
"<a_131><b_210><c_0>",
"<a_201><b_36><c_195>",
"<a_141><b_73><c_7>",
"<a_201><b_213><c_242>",
"<a_39><b_182><c_247>",
"<a_141><b_73><c_216>",
"<a_131><b_145><c_6>",
"<a_131><b_224><c_68>",
"<a_201><b_145><c_9>"
] | [
"Uncharted 4: A Thief's End - PlayStation 4",
"Fallout 4 - PlayStation 4",
"PlayStation 4 500GB Console - Star Wars Battlefront Bundle[Discontinued]",
"Star Wars: Battlefront - Deluxe Edition - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"Call of Duty: Black Ops III - Standard Edition - P... | 0 | 1 | The target, "NHL 17 - PlayStation 4," represents a PS4 hockey/sports interest. The only supporting history evidence is the shared PlayStation 4 platform with "Star Wars: Battlefront"; nothing indicates hockey, sports, or the NHL. The target is therefore essentially unpredictable from this history. | The beams allocate capacity to Battlefront variants, multiplayer shooters such as "Call of Duty: Black Ops III" and "Overwatch," cinematic action titles, RPGs, and a PS4 console bundle. The closest target relation is the "PlayStation 4 500GB Console" bundle, which complements a PS4 game, but no beam is a hockey title o... | The CoT makes a concrete decision to pursue Star Wars, action, and multiplayer interests, but it overstates unsupported attributes such as cooperative play, narrative preference, graphics, and sound design from one title. It does not identify the target's hockey/sports interest and instead selects the wrong interest fo... | concentrated | exploration | 1 | complementary | 5 | 8 | 3 | over_diversified | harmful | false | 5 | wrong_interest | target_noise | The NHL target has no sports signal beyond sharing the PS4 platform with Battlefront, so the exact miss primarily reflects an unpredictable target rather than a beam-search failure. | downweight_noise |
[
"<a_92><b_68><c_129>",
"<a_24><b_96><c_27>",
"<a_219><b_123><c_0>",
"<a_219><b_123><c_0>",
"<a_1><b_116><c_233>"
] | [
"Doom - PlayStation 4",
"Rise of the Tomb Raider: 20 Year Celebration - PlayStation 4",
"Atari Flashback Classics: Volume 2",
"Atari Flashback Classics: Volume 1",
"Dragon Quest Builders - PlayStation 4"
] | <a_205><b_208><c_148> | Gran Turismo Sport - Limited Edition - PlayStation 4 | [
"<a_123><b_58><c_78>",
"<a_1><b_43><c_207>",
"<a_1><b_173><c_4>",
"<a_24><b_72><c_142>",
"<a_131><b_209><c_151>",
"<a_121><b_155><c_99>",
"<a_216><b_48><c_110>",
"<a_194><b_15><c_66>",
"<a_131><b_224><c_68>",
"<a_1><b_116><c_233>"
] | [
"Resident Evil 7: Biohazard - PS4 Digital Code",
"The Last Guardian - PlayStation 4",
"Valkyria Chronicles Remastered: Launch Edition - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"No Man's Sky - PlayStation 4",
"NieR: Automata - Playstation 4",
"Dragon Quest VIII: Journey of the Cursed King - ... | 0 | 5 | “Gran Turismo Sport - Limited Edition - PlayStation 4” represents a PS4 racing interest. “Doom,” “Rise of the Tomb Raider,” and “Dragon Quest Builders” support PS4 gaming generally, but nothing in the history signals racing or Gran Turismo, so this is a weakly inferable exploration. | The beams allocate capacity across modern PS4 action, adventure, shooter, RPG, and Dragon Quest interests, with “Dragon Quest Builders” also offering a repeat. No beam addresses racing; candidates such as “Horizon Zero Dawn” share only the PS4 platform with the target and are otherwise unrelated to its need. The slate ... | The CoT makes a partially useful decision toward action, adventure, and RPG games based on “Doom,” “Rise of the Tomb Raider,” and “Dragon Quest Builders,” but it never derives the target’s racing interest. Its claims about character-driven stories and cooperative elements are not supported by the provided titles. Its c... | multi_interest | exploration | 2 | unrelated | 9 | 10 | 1 | calibrated | partly_useful | false | 4 | unsupported_claim | target_noise | The exact miss is chiefly an unpredictable racing exploration because the history supports broad PS4 action, RPG, and retro play but provides no Gran Turismo or racing cue. | downweight_noise |
[
"<a_162><b_125><c_53>",
"<a_119><b_35><c_129>",
"<a_162><b_219><c_249>",
"<a_162><b_60><c_17>",
"<a_162><b_85><c_94>",
"<a_162><b_147><c_226>"
] | [
"Yoshi amiibo (Super Smash Bros Series)",
"PDP New Nintendo 3DS XL Clip Armor - Mario",
"Ganondorf amiibo - Japan Import (Super Smash Bros Series)",
"Wolf Link Amiibo Jp Model (The Legend of Zelda Series)",
"Kirby amiibo - Nintendo 3DS",
"Nintendo Diddy Kong amiibo (SM Series) - Nintendo Wii U"
] | <a_162><b_134><c_221> | Donkey Kong amiibo - Japan Import (Super Smash Bros Series) | [
"<a_162><b_12><c_210>",
"<a_162><b_130><c_2>",
"<a_162><b_130><c_1>",
"<a_162><b_130><c_72>",
"<a_162><b_130><c_51>",
"<a_162><b_147><c_226>",
"<a_162><b_85><c_94>",
"<a_250><b_238><c_255>",
"<a_250><b_12><c_83>",
"<a_250><b_172><c_5>"
] | [
"Nintendo Splatoon Series 3-Pack (Alt Colors) amiibo - Nintendo Wii U",
"Nintendo Rosalina amiibo (SM Series) - Nintendo Wii U",
"Nintendo Daisy amiibo (SM Series) - Nintendo Wii U",
"Nintendo Boo amiibo (SM Series) - Nintendo Wii U",
"Nintendo Wario amiibo (SM Series) - Nintendo Wii U",
"Nintendo Diddy K... | 0 | 6 | The target continues the user's concentrated amiibo collecting, specifically with a Super Smash Bros Japan-import figure from the Donkey Kong franchise. Five of six history items are amiibo, including "Ganondorf amiibo - Japan Import (Super Smash Bros Series)" and the immediately preceding "Nintendo Diddy Kong amiibo (... | The beams allocate nearly all capacity to the single core interest of amiibo collecting, varying among Super Mario, Splatoon, Kirby, and Yoshi characters. "Nintendo Diddy Kong amiibo (SM Series)" is closest because it shares the Donkey Kong franchise but is a different character collectible rather than a substitute; th... | The CoT makes a target-relevant decision by emphasizing Super Smash Bros amiibo and Japan imports, which is supported by the Ganondorf item and the broader amiibo pattern. However, it invents interactions with Marth, Waddle Dee, a HORI Battle Pad, and amiibo card cases, while the beams match only its broad amiibo concl... | concentrated | same_brand_or_series | 4 | same_category | 1 | 10 | 1 | calibrated | harmful | true | 3 | unsupported_claim | beam_retrieval | The beam stage omitted the strongly supported Donkey Kong continuation even though the CoT identified Smash-series Japan-import amiibo as relevant. | improve_beam_search |
[
"<a_162><b_125><c_53>",
"<a_119><b_35><c_129>",
"<a_162><b_219><c_249>",
"<a_162><b_60><c_17>",
"<a_162><b_85><c_94>",
"<a_162><b_147><c_226>",
"<a_162><b_134><c_221>"
] | [
"Yoshi amiibo (Super Smash Bros Series)",
"PDP New Nintendo 3DS XL Clip Armor - Mario",
"Ganondorf amiibo - Japan Import (Super Smash Bros Series)",
"Wolf Link Amiibo Jp Model (The Legend of Zelda Series)",
"Kirby amiibo - Nintendo 3DS",
"Nintendo Diddy Kong amiibo (SM Series) - Nintendo Wii U",
"Donkey... | <a_162><b_45><c_208> | Bowser Jr. amiibo - Japan Import (Super Smash Bros Series) | [
"<a_162><b_130><c_1>",
"<a_162><b_130><c_2>",
"<a_162><b_130><c_72>",
"<a_162><b_12><c_210>",
"<a_162><b_97><c_155>",
"<a_162><b_130><c_51>",
"<a_162><b_139><c_171>",
"<a_162><b_122><c_56>",
"<a_162><b_147><c_226>",
"<a_162><b_85><c_94>"
] | [
"Nintendo Daisy amiibo (SM Series) - Nintendo Wii U",
"Nintendo Rosalina amiibo (SM Series) - Nintendo Wii U",
"Nintendo Boo amiibo (SM Series) - Nintendo Wii U",
"Nintendo Splatoon Series 3-Pack (Alt Colors) amiibo - Nintendo Wii U",
"Ness amiibo (Super Smash Bros Series)",
"Nintendo Wario amiibo (SM Ser... | 0 | 7 | “Bowser Jr. amiibo - Japan Import (Super Smash Bros Series)” continues the dominant amiibo-collecting interest and specifically matches the Super Smash Bros line seen in “Yoshi amiibo,” “Ganondorf amiibo,” and “Donkey Kong amiibo.” It is strongly inferable as a series-level continuation, although the history does not u... | The beams allocate five slots to SM Series amiibo, three to Super Smash Bros amiibo, one to a Splatoon amiibo pack, and one to Kirby. “Dr. Mario amiibo - Japan Import” and “Mario Modern Color Amiibo - Japan Import” are closest because they share the target’s amiibo format, import status, and Super Smash Bros series, bu... | The CoT correctly selects Super Smash Bros amiibo and Japan imports as the strongest continuation, directly identifying the target’s interest. However, it falsely names “Marth” and “Waddle Dee” as history items and adds unsupported claims about display value and gameplay enhancements. The beams agree broadly by staying... | concentrated | same_brand_or_series | 4 | same_category | 4 | 10 | 1 | calibrated | harmful | true | 3 | unsupported_claim | beam_retrieval | The model recognized the correct Super Smash Bros import-amiibo interest and produced a relevant slate, but candidate retrieval omitted Bowser Jr. despite several same-category beams. | improve_beam_search |
[
"<a_92><b_18><c_43>",
"<a_92><b_68><c_129>",
"<a_208><b_80><c_81>",
"<a_250><b_116><c_226>",
"<a_84><b_190><c_202>",
"<a_250><b_92><c_0>"
] | [
"Final Fantasy XIII - Playstation 3",
"Doom - PlayStation 4",
"Street Fighter X Tekken - Playstation 3",
"Yoshi's Woolly World - Wii U",
"Wii",
"Nintendo Selects: Donkey Kong Country Returns"
] | <a_191><b_204><c_225> | Just Cause 3 - PlayStation 4 | [
"<a_175><b_24><c_4>",
"<a_175><b_24><c_11>",
"<a_175><b_24><c_254>",
"<a_175><b_113><c_76>",
"<a_175><b_73><c_7>",
"<a_175><b_30><c_225>",
"<a_175><b_113><c_236>",
"<a_175><b_73><c_251>",
"<a_175><b_30><c_254>",
"<a_84><b_190><c_202>"
] | [
"New Super Mario Bros. Wii",
"New Super Mario Bros",
"Super Mario Galaxy 2",
"Donkey Kong Country Returns",
"Super Street Fighter IV - Playstation 3",
"Sonic Unleashed",
"Donkey Kong 64 - Nintendo 64",
"Super Street Fighter IV",
"Mega Man Legacy Collection",
"Wii"
] | 0 | 6 | “Just Cause 3 - PlayStation 4” represents a continuation of the user's PlayStation action interest, supported most directly by “Doom - PlayStation 4” and more broadly by “Street Fighter X Tekken - Playstation 3.” Because the latest interactions instead cluster around “Yoshi's Woolly World” and “Nintendo Selects: Donkey... | The beams cover four interests—Nintendo platforming through the Mario and Donkey Kong titles, non-Nintendo action-platforming through “Sonic Unleashed” and “Mega Man Legacy Collection,” fighting through the two “Super Street Fighter IV” beams, and Wii hardware. No beam matches the target, and even “Mega Man Legacy Coll... | The CoT identifies action, fighting, and platforming from titles such as “Doom,” “Street Fighter X Tekken,” and “Donkey Kong Country Returns,” so it does name the target's broad action interest. However, it unsupportedly derives social competition from “Donkey Kong Country Returns” and nostalgia from “Wii,” while its f... | dominant_with_secondary | broadening | 3 | unrelated | 4 | 10 | 3 | under_diversified | partly_useful | true | 3 | unsupported_claim | slate_calibration | The slate used all ten slots on plausible platforming, fighting, and Wii continuations but reserved none for the PlayStation action interest indicated by “Doom,” causing the target miss. | increase_relevant_diversity |
[
"<a_84><b_190><c_202>",
"<a_7><b_203><c_222>",
"<a_113><b_142><c_165>",
"<a_239><b_224><c_27>",
"<a_140><b_158><c_2>",
"<a_250><b_116><c_226>",
"<a_250><b_183><c_190>",
"<a_250><b_207><c_203>"
] | [
"Wii",
"Xbox 360 500GB Console - Forza Horizon 2 Bundle",
"Nintendo 3DS Midnight Purple - Nintendo 3DS",
"SpongeBob SquarePants: Plankton's Robotic Revenge - Xbox 360",
"Guitar Hero III: Legends of Rock - Xbox 360",
"Yoshi's Woolly World - Wii U",
"Yoshi's Story",
"Donkey Kong Country Tropical Freeze... | <a_84><b_92><c_101> | Carnival Games - Nintendo Wii | [
"<a_250><b_57><c_233>",
"<a_250><b_116><c_22>",
"<a_250><b_219><c_103>",
"<a_250><b_92><c_0>",
"<a_250><b_112><c_111>",
"<a_250><b_224><c_179>",
"<a_250><b_25><c_131>",
"<a_250><b_106><c_156>",
"<a_250><b_125><c_134>",
"<a_250><b_116><c_226>"
] | [
"Super Mario 3D World - Nintendo Wii U",
"Yoshi's Woolly World Bundle - Wii U",
"Super Mario Galaxy (Nintendo Selects)",
"Nintendo Selects: Donkey Kong Country Returns",
"New Super Mario Bros. U + New Super Luigi U - Wii U",
"Super Mario Maker - Nintendo Wii U",
"Paper Mario: Sticker Star",
"Nintendo... | 0 | 8 | “Carnival Games - Nintendo Wii” represents a casual Wii minigame interest. The Wii console and recent Nintendo titles such as “Yoshi's Woolly World” and “Donkey Kong Country Tropical Freeze” support the Nintendo connection, but none specifically signals carnival-style games. It is a moderately inferable broadening from... | The beams concentrate on Nintendo character games, spanning Mario, Yoshi, Donkey Kong, Mario Maker, and Mario spin-offs; several, including “Yoshi's Woolly World Bundle” and “Nintendo Selects: Donkey Kong Country Returns,” closely echo the recent history. “Super Mario 3D World - Nintendo Wii U” has only a broad Nintend... | The CoT usefully recognizes the Nintendo platforming pattern supported by “Yoshi's Woolly World” and “Donkey Kong Country Tropical Freeze,” but it does not isolate the target's Wii carnival-minigame broadening. It mostly turns observed titles into generic preference statements and incorrectly treats “Nintendo 3DS Midni... | dominant_with_secondary | broadening | 3 | unrelated | 5 | 10 | 3 | under_diversified | partly_useful | false | 4 | generic_restatement | slate_calibration | The slate correctly exploited the recent Nintendo-character signal but spent all ten beams there, leaving no capacity for a supported Wii broadening such as “Carnival Games.” | increase_relevant_diversity |
[
"<a_84><b_190><c_202>",
"<a_7><b_203><c_222>",
"<a_113><b_142><c_165>",
"<a_239><b_224><c_27>",
"<a_140><b_158><c_2>",
"<a_250><b_116><c_226>",
"<a_250><b_183><c_190>",
"<a_250><b_207><c_203>",
"<a_84><b_92><c_101>"
] | [
"Wii",
"Xbox 360 500GB Console - Forza Horizon 2 Bundle",
"Nintendo 3DS Midnight Purple - Nintendo 3DS",
"SpongeBob SquarePants: Plankton's Robotic Revenge - Xbox 360",
"Guitar Hero III: Legends of Rock - Xbox 360",
"Yoshi's Woolly World - Wii U",
"Yoshi's Story",
"Donkey Kong Country Tropical Freeze... | <a_80><b_216><c_246> | Sonic Ultimate Genesis Collection - Xbox 360 | [
"<a_84><b_222><c_135>",
"<a_84><b_222><c_22>",
"<a_84><b_109><c_95>",
"<a_250><b_92><c_0>",
"<a_84><b_222><c_164>",
"<a_250><b_116><c_22>",
"<a_250><b_57><c_233>",
"<a_84><b_132><c_9>",
"<a_250><b_106><c_156>",
"<a_250><b_125><c_134>"
] | [
"Mario Kart Wii with Wii Wheel",
"Mario Kart 8 - Nintendo Wii U",
"Nintendo Wii Remote Plus - White",
"Nintendo Selects: Donkey Kong Country Returns",
"Mario Kart Wii",
"Yoshi's Woolly World Bundle - Wii U",
"Super Mario 3D World - Nintendo Wii U",
"Wii Sports Resort",
"Nintendo Selects: Super Mari... | 0 | 9 | “Sonic Ultimate Genesis Collection - Xbox 360” represents an Xbox 360, Genesis-era platform-game collection. The Xbox 360 console and games such as “Guitar Hero III: Legends of Rock - Xbox 360” support the platform, while “Yoshi's Story” and “Donkey Kong Country Tropical Freeze” support the platforming interest. It is ... | The beams allocate capacity to Mario Kart racing, Nintendo platformers such as “Nintendo Selects: Donkey Kong Country Returns” and “Super Mario 3D World,” Wii party/sports play, and a Wii accessory. “Donkey Kong Country Returns” is the closest beam because it shares the platform-game category with the target, but it is... | The CoT makes a concrete choice to prioritize Nintendo platform/adventure and social play rather than merely listing interactions. Its platforming theme overlaps the target's Sonic interest, but it misses the Xbox 360 and Genesis-collection aspects, while claims about “vibrant graphics,” physical activity, and cooperat... | dominant_with_secondary | same_subcategory | 3 | same_category | 5 | 10 | 3 | under_diversified | partly_useful | true | 5 | unsupported_claim | slate_calibration | The model stayed near the user's platform-game taste, but an all-Nintendo, Mario-heavy slate ignored the credible Xbox 360 branch containing the Sonic target. | increase_relevant_diversity |
[
"<a_84><b_190><c_202>",
"<a_7><b_203><c_222>",
"<a_113><b_142><c_165>",
"<a_239><b_224><c_27>",
"<a_140><b_158><c_2>",
"<a_250><b_116><c_226>",
"<a_250><b_183><c_190>",
"<a_250><b_207><c_203>",
"<a_84><b_92><c_101>",
"<a_80><b_216><c_246>"
] | [
"Wii",
"Xbox 360 500GB Console - Forza Horizon 2 Bundle",
"Nintendo 3DS Midnight Purple - Nintendo 3DS",
"SpongeBob SquarePants: Plankton's Robotic Revenge - Xbox 360",
"Guitar Hero III: Legends of Rock - Xbox 360",
"Yoshi's Woolly World - Wii U",
"Yoshi's Story",
"Donkey Kong Country Tropical Freeze... | <a_235><b_30><c_137> | Scooby Doo First Frights - Nintendo Wii | [
"<a_84><b_222><c_22>",
"<a_250><b_57><c_233>",
"<a_84><b_222><c_135>",
"<a_250><b_92><c_0>",
"<a_84><b_222><c_164>",
"<a_84><b_109><c_95>",
"<a_84><b_132><c_9>",
"<a_84><b_132><c_6>",
"<a_250><b_155><c_129>",
"<a_250><b_125><c_134>"
] | [
"Mario Kart 8 - Nintendo Wii U",
"Super Mario 3D World - Nintendo Wii U",
"Mario Kart Wii with Wii Wheel",
"Nintendo Selects: Donkey Kong Country Returns",
"Mario Kart Wii",
"Nintendo Wii Remote Plus - White",
"Wii Sports Resort",
"Wii Sports Resort",
"Luigi's Mansion: Dark Moon",
"Mario and Luigi... | 0 | 10 | Scooby Doo First Frights - Nintendo Wii represents a family-oriented, licensed-character game within the user's dominant Nintendo interest. SpongeBob SquarePants: Plankton's Robotic Revenge supplies a direct licensed-cartoon precedent, while Yoshi's Woolly World, Donkey Kong Country Tropical Freeze, and Carnival Games ... | The beams cover Nintendo kart racing, platforming, sports, accessories, spooky character games, and role-playing through titles such as Mario Kart Wii, Super Mario 3D World, Wii Sports Resort, and Mario and Luigi: Dream Team. Luigi's Mansion: Dark Moon is closest as another family-oriented, character-led game with a sp... | The CoT makes a relevant broad decision toward Nintendo platforming, adventure, and multiplayer-oriented games, which agrees with beams such as Super Mario 3D World and Mario Kart Wii. It therefore identifies a broad interest containing the target, but it misses the more discriminative licensed-character clue supplied ... | dominant_with_secondary | same_subcategory | 3 | same_category | 5 | 10 | 3 | under_diversified | partly_useful | true | 4 | unsupported_claim | slate_calibration | The model found the broad Nintendo family-game preference but overallocated beams to repeated first-party titles instead of covering the licensed-cartoon interest supported by SpongeBob SquarePants. | increase_relevant_diversity |
[
"<a_7><b_203><c_222>",
"<a_113><b_142><c_165>",
"<a_239><b_224><c_27>",
"<a_140><b_158><c_2>",
"<a_250><b_116><c_226>",
"<a_250><b_183><c_190>",
"<a_250><b_207><c_203>",
"<a_84><b_92><c_101>",
"<a_80><b_216><c_246>",
"<a_235><b_30><c_137>"
] | [
"Xbox 360 500GB Console - Forza Horizon 2 Bundle",
"Nintendo 3DS Midnight Purple - Nintendo 3DS",
"SpongeBob SquarePants: Plankton's Robotic Revenge - Xbox 360",
"Guitar Hero III: Legends of Rock - Xbox 360",
"Yoshi's Woolly World - Wii U",
"Yoshi's Story",
"Donkey Kong Country Tropical Freeze - Ninten... | <a_193><b_185><c_114> | Sonic Gems Collection - Gamecube | [
"<a_250><b_219><c_103>",
"<a_250><b_57><c_233>",
"<a_250><b_238><c_106>",
"<a_250><b_92><c_0>",
"<a_250><b_120><c_101>",
"<a_250><b_53><c_133>",
"<a_84><b_222><c_22>",
"<a_250><b_155><c_129>",
"<a_250><b_106><c_156>",
"<a_250><b_125><c_134>"
] | [
"Super Mario Galaxy (Nintendo Selects)",
"Super Mario 3D World - Nintendo Wii U",
"Mario Party DS",
"Nintendo Selects: Donkey Kong Country Returns",
"Yoshi's Island: Super Mario Advance 3",
"Super Mario Land - 3DS [Digital Code]",
"Mario Kart 8 - Nintendo Wii U",
"Luigi's Mansion: Dark Moon",
"Ninte... | 0 | 10 | "Sonic Gems Collection - Gamecube" represents interest in Sonic franchise game collections, directly supported by the recent "Sonic Ultimate Genesis Collection - Xbox 360." This is a strong same-brand continuation, though only one prior Sonic title makes the exact collection less than certain. | The beams concentrate on Nintendo mascot games, especially Mario platformers such as "Super Mario Galaxy" and "Super Mario 3D World," while also covering party, racing, adventure, and RPG variants. "Yoshi's Island: Super Mario Advance 3" is the closest same-category mascot platformer, but the slate is under-diversified... | The CoT recognizes platforming from titles such as "Yoshi's Woolly World" and "Donkey Kong Country Tropical Freeze," but it invents a Mario/Luigi preference and incorrectly treats "Sonic Ultimate Genesis Collection" as evidence of racing. It therefore misses the diagnostic Sonic-collection continuation, although its Ma... | dominant_with_secondary | same_brand_or_series | 4 | same_category | 5 | 10 | 3 | under_diversified | harmful | false | 5 | unsupported_claim | reasoning | The reasoning overlooked the strongest continuation signal—two Sonic collections—and instead imposed an unsupported Mario preference that dominated the slate. | improve_reasoning |
[
"<a_140><b_157><c_91>",
"<a_39><b_124><c_106>",
"<a_39><b_124><c_106>"
] | [
"Halo 3 - Xbox 360",
"Call of Duty 4: Modern Warfare - Game of the Year Edition",
"Call of Duty 4: Modern Warfare - Game of the Year Edition"
] | <a_206><b_156><c_152> | Fortune Street | [
"<a_39><b_40><c_248>",
"<a_140><b_161><c_25>",
"<a_140><b_176><c_37>",
"<a_140><b_242><c_55>",
"<a_140><b_212><c_79>",
"<a_39><b_182><c_109>",
"<a_140><b_161><c_9>",
"<a_140><b_161><c_36>",
"<a_39><b_224><c_57>",
"<a_39><b_124><c_106>"
] | [
"Call of Duty: Modern Warfare 3 - Xbox 360",
"Call of Duty: World at War Platinum Hits - Xbox 360",
"Battlefield Bad Company 2 - Xbox 360",
"Halo 3",
"Gears of War 2 - Xbox 360",
"Call of Duty: Black Ops Combo Pack - Xbox 360",
"Call of Duty 4: Modern Warfare - Xbox 360",
"Call of Duty: Black Ops - PC... | 0 | 3 | “Fortune Street” represents an exploratory choice outside the visible action-shooter pattern established by “Halo 3” and the repeated “Call of Duty 4: Modern Warfare.” Its title has no evident category, franchise, or functional connection to the history, making it essentially unpredictable from these interactions. | The beams concentrate on shooter continuations, including “Call of Duty: Modern Warfare 3,” “Halo: Combat Evolved Anniversary,” “Battlefield Bad Company 2,” and “Gears of War 2.” None has a useful semantic relation to “Fortune Street,” although all are plausible from the observed shooter history. The slate is appropria... | The CoT makes a concrete, history-supported decision to prioritize shooters based on “Halo 3” and repeated interaction with “Call of Duty 4: Modern Warfare,” and the emitted beams consistently follow that decision. It does not identify the interest represented by “Fortune Street” and adds title-unsupported claims about... | concentrated | exploration | 1 | unrelated | 3 | 10 | 3 | calibrated | partly_useful | false | 5 | unsupported_claim | target_noise | The model produced a well-calibrated shooter slate from a concentrated shooter history, while the unrelated “Fortune Street” target lacked any inferable historical signal. | downweight_noise |
[
"<a_71><b_33><c_249>",
"<a_71><b_33><c_62>",
"<a_118><b_210><c_169>",
"<a_140><b_176><c_102>",
"<a_118><b_150><c_47>",
"<a_123><b_76><c_255>",
"<a_140><b_69><c_39>"
] | [
"Assassin's Creed - Playstation 3",
"Assassin's Creed IV Black Flag - Xbox 360",
"Assassin's Creed Rogue- PlayStation 3",
"Battlefield Bad Company 2 - Playstation 3",
"Assassin's Creed Unity - Xbox One",
"Far Cry Primal - Xbox One Standard Edition",
"Watch Dogs xbox one"
] | <a_194><b_15><c_156> | Dishonored 2 - Xbox One | [
"<a_123><b_72><c_191>",
"<a_123><b_102><c_102>",
"<a_118><b_95><c_10>",
"<a_118><b_95><c_2>",
"<a_39><b_69><c_69>",
"<a_123><b_72><c_182>",
"<a_123><b_102><c_217>",
"<a_118><b_71><c_33>",
"<a_118><b_95><c_6>",
"<a_123><b_102><c_47>"
] | [
"Far Cry 4 - Xbox One",
"Battlefield Hardline - Xbox One",
"Assassin’s Creed Syndicate - Xbox One",
"Assassin’s Creed Syndicate - Gold Edition - Xbox One",
"Call of Duty: Black Ops III - Standard Edition - Xbox One",
"Far Cry 4 - Xbox 360",
"Battlefield Hardline - Xbox 360",
"Assassin's Cr... | 0 | 7 | “Dishonored 2 - Xbox One” represents a related move into another stealth-oriented action-adventure series. Repeated “Assassin's Creed” titles, together with “Watch Dogs” and “Far Cry Primal,” support that broad interest, but the absence of any prior Dishonored entry makes the exact target only moderately inferable. | The beams allocate capacity to Assassin's Creed continuations, Far Cry, and Battlefield/Call of Duty shooters; “Assassin’s Creed Syndicate - Xbox One” is closest to the target as another stealth-oriented action-adventure game, but it is not a substitute for “Dishonored 2.” The slate is too narrow because eight slots ar... | The CoT uses “Assassin's Creed Unity,” “Far Cry Primal,” and “Watch Dogs” to select the broadly appropriate action-adventure and strategic-game interest, so it weakly covers the target's interest. Its decision remains generic rather than distinguishing a Dishonored-like direction, while the emitted Assassin's Creed, Fa... | dominant_with_secondary | broadening | 3 | same_category | 3 | 10 | 5 | under_diversified | partly_useful | true | 4 | generic_restatement | slate_calibration | Relevant franchise and shooter choices filled the slate, but heavy edition and platform duplication crowded out supported action-adventure broadening such as “Dishonored 2.” | increase_relevant_diversity |
[
"<a_249><b_80><c_0>",
"<a_208><b_115><c_160>",
"<a_249><b_170><c_61>",
"<a_231><b_38><c_142>"
] | [
"PlayStation 2 Console Slim PS2",
"Mortal Kombat: Shaolin Monks - PlayStation 2",
"Buyee 128MB Memory Card for Sony Playstation 2",
"WWE SmackDown! Here Comes the Pain - PlayStation 2"
] | <a_231><b_57><c_52> | WWE Smackdown! Shut Your Mouth | [
"<a_249><b_138><c_30>",
"<a_249><b_138><c_211>",
"<a_80><b_73><c_171>",
"<a_80><b_241><c_223>",
"<a_175><b_27><c_27>",
"<a_175><b_242><c_3>",
"<a_249><b_138><c_102>",
"<a_249><b_170><c_61>",
"<a_175><b_197><c_33>",
"<a_249><b_80><c_0>"
] | [
"Playstation 2 Memory Card 8MB 2PK Red/Blue",
"Playstation 2 Memory Card 16MB",
"Mortal Kombat vs. DC Universe - Xbox 360",
"Tekken 6 - Xbox 360",
"Soulcalibur 3 - PlayStation 2",
"WWE SmackDown vs. Raw 2007 - PlayStation 2",
"PlayStation 2 Memory Card (8MB)",
"Buyee 128MB Memory Card for Sony Playsta... | 0 | 4 | The target represents continued interest in PlayStation 2 WWE wrestling games within the SmackDown series. The immediately preceding "WWE SmackDown! Here Comes the Pain - PlayStation 2" provides strong series-level evidence, while the exact installment remains less certain because several WWE titles could continue that... | The beams allocate substantial capacity to PS2 memory cards, combat games such as "Soulcalibur 3 - PlayStation 2," and weaker directions including Xbox 360 fighters and "Crash Bandicoot 2: Cortex Strikes Back." The closest beam, "WWE SmackDown vs. Raw 2007 - PlayStation 2," is a same-platform, same-franchise substitute... | The CoT identifies supported PS2, fighting-game, and accessory themes, but it mostly restates the observed categories rather than selecting the recent WWE interest. It also mentions PlayStation 3 and rich storytelling without support from the titles. The beams nevertheless align fairly well with its generic focus on ac... | concentrated | same_brand_or_series | 4 | substitute | 5 | 6 | 3 | over_diversified | partly_useful | false | 4 | generic_restatement | exact_match_objective | The exact miss understates semantic quality because the slate contains a PS2 WWE SmackDown substitute, although generic reasoning also wastes capacity on redundant memory cards and unsupported Xbox titles. | semantic_reward |
[
"<a_208><b_12><c_185>",
"<a_84><b_222><c_22>",
"<a_193><b_42><c_235>",
"<a_216><b_101><c_126>",
"<a_250><b_224><c_179>",
"<a_162><b_122><c_131>",
"<a_162><b_57><c_95>",
"<a_162><b_176><c_0>"
] | [
"Contra 4",
"Mario Kart 8 - Nintendo Wii U",
"Super Smash Bros. - Nintendo Wii U",
"Hyrule Warriors - Nintendo Wii U",
"Super Mario Maker - Nintendo Wii U",
"Captain Falcon amiibo - Japan Import (Super Smash Bros Series)",
"Wario amiibo - Japan Import (Super Smash Bros Series)",
"Nintendo Mr. Game & W... | <a_216><b_54><c_190> | The Legend of Zelda: Breath of the Wild - Wii U | [
"<a_162><b_235><c_217>",
"<a_162><b_57><c_111>",
"<a_162><b_219><c_101>",
"<a_162><b_219><c_233>",
"<a_162><b_219><c_249>",
"<a_162><b_226><c_163>",
"<a_162><b_119><c_2>",
"<a_162><b_176><c_0>",
"<a_162><b_1><c_151>",
"<a_162><b_218><c_126>"
] | [
"amiibo Rosetta & Chiko (Rosalina & Luna) - JAPANESE IMPORT",
"Wii Fit Trainer amiibo - Japan Import (Super Smash Bros Series)",
"Nintendo Super Smash Bros Palutena amiibo",
"Nintendo Super Smash Bros King Dedede amiibo",
"Ganondorf amiibo - Japan Import (Super Smash Bros Series)",
"Robot amiibo - Japan I... | 0 | 8 | The target represents the user's Zelda/Hyrule and Wii U game interest, supported most directly by "Hyrule Warriors - Nintendo Wii U" and more broadly by several Nintendo Wii U games. It is a strong franchise-level continuation, though not an obvious next item because the most recent interactions are amiibo purchases. | All ten beams allocate capacity to amiibo collecting, especially the Super Smash Bros. line represented by "Wii Fit Trainer amiibo" and "Nintendo Super Smash Bros Palutena amiibo." The closest is "Ganondorf amiibo," which has a Zelda-franchise connection but is a collectible rather than a substitute for the target game... | The CoT makes a concrete, history-supported decision to continue the recent amiibo collection, but it fails to select the target's Zelda/Wii U game interest despite "Hyrule Warriors." Its amiibo conclusion agrees closely with the all-amiibo beams, so the reasoning is consistent with the answer but misdirected for this ... | dominant_with_secondary | same_brand_or_series | 4 | complementary | 1 | 10 | 5 | under_diversified | harmful | false | 5 | wrong_interest | reasoning | The model overcommitted to the three recent Super Smash Bros. amiibo purchases and omitted the Zelda/Wii U game branch signaled by "Hyrule Warriors." | improve_reasoning |
[
"<a_80><b_59><c_29>",
"<a_80><b_59><c_29>",
"<a_200><b_168><c_118>",
"<a_74><b_128><c_20>",
"<a_157><b_63><c_97>",
"<a_39><b_182><c_232>",
"<a_231><b_237><c_131>",
"<a_39><b_20><c_73>",
"<a_22><b_2><c_25>"
] | [
"Resident Evil 5 - Playstation 3",
"Resident Evil 5 - Playstation 3",
"Mortal Kombat: Komplete Edition - Playstation 3",
"Minecraft - PlayStation 4",
"NIKE Toddlers Tanjun (TDV) Running Shoe",
"Call of Duty: Black Ops Combo Pack - PlayStation 3",
"WWE 2K16 - PlayStation 3",
"Call of Duty: Black Ops II... | <a_189><b_154><c_99> | MIZAR 5 Empty Standard Playstation 3 Replacement Cases (PS3 Replacement Cases) | [
"<a_231><b_237><c_82>",
"<a_201><b_2><c_102>",
"<a_201><b_31><c_107>",
"<a_231><b_107><c_4>",
"<a_231><b_117><c_8>",
"<a_231><b_107><c_24>",
"<a_231><b_117><c_229>",
"<a_45><b_10><c_13>",
"<a_231><b_117><c_42>",
"<a_231><b_237><c_131>"
] | [
"WWE 2K16 - PlayStation 4",
"PlayStation 4 500GB Console - Call of Duty Black Ops III Bundle [Discontinued]",
"Uncharted 4: A Thief's End - PlayStation 4",
"WWE 2K15 - PlayStation 4",
"Madden NFL 16 - Deluxe Edition - PlayStation 4",
"WWE 2K15 - PlayStation 3",
"Madden NFL 16 - PlayStation 4",
"FIFA 1... | 0 | 9 | The target, "MIZAR 5 Empty Standard Playstation 3 Replacement Cases," represents a functional accessory for storing or replacing cases for PS3 games rather than another game. It is supported by the many PS3 titles in the history, including "Resident Evil 5," "Call of Duty: Black Ops III," and "WWE 2K16." It is a plausi... | The beams allocate capacity mainly to WWE variants, Madden variants, and PS4 products such as "Uncharted 4: A Thief's End" and the "Call of Duty Black Ops III Bundle." The closest beams are PS3 games such as "WWE 2K16" and "Madden NFL 16," which are complementary to PS3 replacement cases but neither substitutes nor exa... | The CoT derives action, fighting, narrative, and multiplayer themes from titles such as "Resident Evil 5," "Mortal Kombat: Komplete Edition," and "Minecraft: Story Mode," but it decides to recommend more games rather than consider a PS3 accessory. It therefore misses the target interest, and claims such as cooperative ... | dominant_with_secondary | complementary | 3 | complementary | 5 | 6 | 4 | under_diversified | harmful | false | 3 | wrong_interest | reasoning | The reasoning overcommitted to game genres and ignored that the PS3-heavy history supports a complementary replacement-case recommendation. | improve_reasoning |
[
"<a_61><b_170><c_90>",
"<a_141><b_202><c_181>",
"<a_202><b_58><c_122>",
"<a_202><b_33><c_133>"
] | [
"Buffalo iBuffalo Classic USB Gamepad for PC",
"Fallout: New Vegas Ultimate Edition - PC",
"Logitech G910 Orion Spark RGB Mechanical Gaming Keyboard – 9 Programmable Buttons, Dedicated Media Controls",
"G810 Orion Spectrum RGB Mechanical Gaming Keyboard – Easy-Access Media Control, Backlit Multico... | <a_113><b_205><c_51> | Retro Link GameCube Style USB Wired Controller | [
"<a_202><b_58><c_105>",
"<a_202><b_58><c_107>",
"<a_202><b_82><c_172>",
"<a_202><b_33><c_133>",
"<a_202><b_34><c_39>",
"<a_202><b_34><c_140>",
"<a_202><b_120><c_89>",
"<a_202><b_213><c_2>",
"<a_202><b_20><c_237>",
"<a_202><b_58><c_122>"
] | [
"Logitech G610 Orion Red Backlit Mechanical Gaming Keyboard",
"Logitech G410 Atlas Spectrum RGB Tenkeyless Mechanical Gaming Keyboard",
"Logitech G502 Proteus Core Tunable Gaming Mouse with Fully Customizable Surface, Weight and Balance Tuning",
"G810 Orion Spectrum RGB Mechanical Gaming Keyboard – Easy... | 0 | 4 | The target, “Retro Link GameCube Style USB Wired Controller,” represents renewed interest in wired USB game controllers. “Buffalo iBuffalo Classic USB Gamepad for PC” directly supports the same subcategory, while the two Logitech mechanical keyboards establish a broader gaming-peripheral pattern. Because the controller... | The beams allocate five slots to gaming keyboards, including “Logitech G610 Orion” and “Razer BlackWidow Chroma,” four to gaming mice, and one to a headset. The closest candidates, such as the “Logitech G502 Proteus Core,” are same-category gaming input hardware but not controller substitutes. The slate is too narrowly... | The CoT names gaming controllers and the broader gaming-peripheral interest, but incorrectly describes the “Logitech G910 Orion Spark RGB Mechanical Gaming Keyboard” as a controller and overstates the evidence for a variety of controllers. It makes only a generic decision to recommend gaming-setup products rather than ... | dominant_with_secondary | same_subcategory | 3 | same_category | 3 | 10 | 4 | under_diversified | harmful | true | 4 | unsupported_claim | slate_calibration | The slate should preserve capacity for the history-supported USB-controller interest instead of concentrating nine beams on keyboard and mouse variants. | increase_relevant_diversity |
[
"<a_13><b_122><c_188>",
"<a_140><b_203><c_238>",
"<a_74><b_204><c_217>",
"<a_194><b_15><c_66>"
] | [
"Resistance: Burning Skies - PlayStation Vita",
"LittleBigPlanet - PlayStation Vita",
"PlayStation All-Stars Battle Royale PS Vita - PS Vita [Digital Code]",
"Dishonored 2 - PlayStation 4"
] | <a_39><b_51><c_188> | Titanfall 2 - PlayStation 4 | [
"<a_191><b_10><c_232>",
"<a_201><b_31><c_107>",
"<a_123><b_58><c_78>",
"<a_191><b_204><c_225>",
"<a_201><b_213><c_242>",
"<a_123><b_33><c_93>",
"<a_24><b_72><c_142>",
"<a_123><b_171><c_243>",
"<a_30><b_92><c_0>",
"<a_191><b_160><c_68>"
] | [
"Watch Dogs 2 - PlayStation 4",
"Uncharted 4: A Thief's End - PlayStation 4",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Just Cause 3 - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"Resident Evil 5 - Standard Edition - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"Reside... | 0 | 4 | “Titanfall 2 - PlayStation 4” represents the sci-fi shooter branch already evidenced by “Resistance: Burning Skies,” while the recent “Dishonored 2” adds support for first-person action on PS4. It is a credible same-subcategory continuation, but the varied history leaves many other action games plausible, making it onl... | The beams emphasize PS4 open-world and narrative action through “Watch Dogs 2,” “Uncharted 4,” and “Just Cause 3,” while three “Resident Evil” entries allocate substantial capacity to horror-action. The closest candidates are action shooters such as “Just Cause 3,” but they are only in the same broad category as “Titan... | The CoT extracts a relevant broad action theme from “Resistance: Burning Skies” and “Dishonored 2,” but it prioritizes narrative, horror, and general gameplay variety rather than selecting the target’s sci-fi-shooter interest. It agrees with the action-adventure and horror-heavy beams, including “Uncharted 4” and the “... | dominant_with_secondary | same_subcategory | 3 | same_category | 7 | 9 | 3 | calibrated | partly_useful | false | 4 | wrong_interest | reasoning | The model captured the broad PS4-action preference but emphasized narrative and horror instead of the sci-fi-shooter continuation signaled by “Resistance: Burning Skies.” | improve_reasoning |
[
"<a_216><b_15><c_78>",
"<a_80><b_202><c_95>",
"<a_208><b_12><c_228>"
] | [
"Castlevania Lords of Shadow Collection",
"Far Cry 3 - Playstation 3",
"Bloody Roar 4"
] | <a_200><b_24><c_219> | Devil May Cry PS3 | [
"<a_80><b_202><c_49>",
"<a_80><b_69><c_85>",
"<a_80><b_48><c_186>",
"<a_80><b_140><c_71>",
"<a_80><b_202><c_95>",
"<a_80><b_212><c_41>",
"<a_80><b_59><c_15>",
"<a_80><b_69><c_76>",
"<a_71><b_171><c_0>",
"<a_208><b_12><c_228>"
] | [
"Far Cry 3",
"Grand Theft Auto V - PlayStation 4",
"Mafia II",
"Saints Row 2 - Playstation 3",
"Far Cry 3 - Playstation 3",
"Dead Rising 2 - Xbox 360",
"Resident Evil 6 - Playstation 3",
"Grand Theft Auto V - Xbox 360",
"Dead Space 3 Limited Edition",
"Bloody Roar 4"
] | 0 | 3 | Devil May Cry PS3 represents combat-focused character action, aligning most directly with Castlevania Lords of Shadow Collection and secondarily with the fighting interest shown by Bloody Roar 4. Far Cry 3 supplies broader action-game support but represents a different shooter branch. With only one close subgenre prece... | The beams concentrate on the Far Cry and crime-action branches through two Far Cry 3 entries, two Grand Theft Auto V versions, Mafia II, and Saints Row 2, while Dead Rising 2, Resident Evil 6, and Dead Space 3 cover horror-oriented action. No beam substitutes for Devil May Cry PS3; Bloody Roar 4 is the closest only as ... | The CoT selects a broad action theme but never makes the concrete Castlevania-to-Devil May Cry character-action connection. Its claims about the "psychological elements" of Castlevania, the "survival aspects" of Far Cry 3, and inferred solo-versus-multiplayer desires from Bloody Roar 4 are unsupported by the provided e... | multi_interest | same_subcategory | 3 | same_category | 4 | 10 | 3 | under_diversified | harmful | false | 4 | unsupported_claim | reasoning | The reasoning overemphasized unsupported survival-horror cues and failed to connect Castlevania Lords of Shadow Collection to the target's character-action interest, leading the slate away from Devil May Cry-like candidates. | improve_reasoning |
[
"<a_250><b_224><c_179>",
"<a_250><b_116><c_226>"
] | [
"Super Mario Maker - Nintendo Wii U",
"Yoshi's Woolly World - Wii U"
] | <a_211><b_88><c_34> | Pokemon Y | [
"<a_250><b_112><c_111>",
"<a_250><b_116><c_22>",
"<a_162><b_251><c_136>",
"<a_250><b_172><c_5>",
"<a_162><b_116><c_253>",
"<a_250><b_238><c_255>",
"<a_250><b_92><c_44>",
"<a_250><b_25><c_136>",
"<a_84><b_23><c_133>",
"<a_250><b_224><c_179>"
] | [
"New Super Mario Bros. U + New Super Luigi U - Wii U",
"Yoshi's Woolly World Bundle - Wii U",
"Animal Crossing: amiibo Festival Bundle - Wii U",
"Light Blue Yarn Yoshi Amiibo (Yoshi's Woolly World Series)",
"HORI Amiibo Card Folio Officially Licensed by Nintendo",
"Mario Party 10 + Mario amiibo Bundle - ... | 0 | 2 | “Pokemon Y” represents a move into the Pokémon franchise, distinct from the Mario and Yoshi Wii U titles in the history. “Super Mario Maker” and “Yoshi's Woolly World” support only a broad preference for Nintendo-franchise games, so this specific broadening is weakly inferable. | The beams allocate capacity to Mario and Yoshi follow-ons, Nintendo platformers and party games, and amiibo-related products. “Mario & Luigi: Paper Jam - Nintendo 3DS” is the closest beam as another Nintendo franchise game, but it is only in the same broad category and is not a substitute for “Pokemon Y.” The slate is ... | The CoT makes a partly useful decision to favor playful Nintendo titles, but its emphasis on collaboration and social play is only weakly supported by the two titles. It does not identify the Pokémon interest, although its Nintendo-focused conclusion broadly agrees with the Mario, Yoshi, and party-game beams. | concentrated | broadening | 2 | same_category | 7 | 8 | 2 | over_diversified | partly_useful | false | 4 | generic_restatement | target_noise | Although the beams cover many Nintendo-adjacent options, the two-item Mario/Yoshi Wii U history gives little basis to select “Pokemon Y,” making target noise more important than beam retrieval. | downweight_noise |
[
"<a_250><b_224><c_179>",
"<a_250><b_116><c_226>",
"<a_211><b_88><c_34>"
] | [
"Super Mario Maker - Nintendo Wii U",
"Yoshi's Woolly World - Wii U",
"Pokemon Y"
] | <a_111><b_130><c_0> | Just Dance 2017 - Wii U | [
"<a_211><b_133><c_123>",
"<a_211><b_105><c_223>",
"<a_211><b_105><c_215>",
"<a_211><b_133><c_30>",
"<a_211><b_159><c_123>",
"<a_211><b_159><c_71>",
"<a_250><b_116><c_22>",
"<a_162><b_5><c_144>",
"<a_162><b_125><c_53>",
"<a_162><b_251><c_136>"
] | [
"Pokémon Omega Ruby - Nintendo 3DS",
"Animal Crossing: Happy Home Designer - 3DS",
"Animal Crossing: New Leaf",
"Pokemon Alpha Sapphire - Nintendo 3DS",
"Pokémon Moon - Nintendo 3DS",
"Pokémon Sun - Nintendo 3DS",
"Yoshi's Woolly World Bundle - Wii U",
"Nintendo NFC Reader/Writer... | 0 | 3 | “Just Dance 2017 - Wii U” represents a new dance/rhythm interest within the user's existing Wii U gaming context. “Super Mario Maker” and “Yoshi's Woolly World” support Wii U ownership, but neither they nor “Pokemon Y” signals dance games, making the target a weakly inferable broadening. | The beams concentrate on Pokémon titles, Animal Crossing games, Yoshi-related products, and Nintendo accessories. “Animal Crossing: amiibo Festival Bundle - Wii U” is the closest beam because it offers broad Wii U activity/party-game adjacency, but it is not a dance-game substitute. The slate breadth is appropriate for... | The CoT turns “Super Mario Maker” into a creativity signal and “Pokemon Y” into an adventure/strategy signal, but then selects Nintendo adventure and strategy rather than the target's dance/rhythm interest. Claims about rich narrative and character development are not implied by the provided titles. Its conclusion neve... | dominant_with_secondary | broadening | 2 | same_category | 4 | 9 | 4 | calibrated | harmful | false | 4 | wrong_interest | target_noise | The miss chiefly reflects an unpredictable shift from Nintendo platforming and Pokémon to Wii U dance gameplay, while the beams remain plausibly focused on better-supported interests. | downweight_noise |
[
"<a_250><b_224><c_179>",
"<a_250><b_116><c_226>",
"<a_211><b_88><c_34>",
"<a_111><b_130><c_0>"
] | [
"Super Mario Maker - Nintendo Wii U",
"Yoshi's Woolly World - Wii U",
"Pokemon Y",
"Just Dance 2017 - Wii U"
] | <a_39><b_114><c_215> | Call of Duty: Ghosts - Nintendo Wii U | [
"<a_250><b_238><c_255>",
"<a_211><b_159><c_123>",
"<a_111><b_238><c_188>",
"<a_211><b_149><c_18>",
"<a_211><b_105><c_215>",
"<a_211><b_105><c_223>",
"<a_211><b_133><c_30>",
"<a_162><b_251><c_136>",
"<a_162><b_125><c_53>",
"<a_111><b_130><c_0>"
] | [
"Mario Party 10 + Mario amiibo Bundle - Wii U",
"Pokémon Moon - Nintendo 3DS",
"Just Dance 2016 - PlayStation 4",
"YO-KAI WATCH - 3DS",
"Animal Crossing: New Leaf",
"Animal Crossing: Happy Home Designer - 3DS",
"Pokemon Alpha Sapphire - Nintendo 3DS",
"Animal Crossing: amiibo Festival Bundle - ... | 0 | 4 | The target represents a new Call of Duty franchise interest while retaining the Wii U platform seen in "Super Mario Maker," "Yoshi's Woolly World," and "Just Dance 2017." No prior title indicates Call of Duty or a similar combat-oriented interest, so platform continuity is the only support and the target is weakly infe... | The beams concentrated on Nintendo family franchises, creature-focused titles such as "Pokémon Moon" and "YO-KAI WATCH," dance games, and three Animal Crossing items. No beam is a Call of Duty substitute or even in its apparent category; sharing Wii U with items such as "Mario Party 10" is only a platform-level connect... | The CoT makes a concrete choice to favor Nintendo, creative, and social play, grounded in titles such as "Super Mario Maker" and "Just Dance 2017," but it does not identify the target's Call of Duty interest. That choice agrees closely with the Nintendo-, Pokémon-, Animal Crossing-, and dance-heavy beams, making wrong-... | dominant_with_secondary | broadening | 2 | unrelated | 5 | 9 | 3 | calibrated | harmful | false | 5 | wrong_interest | target_noise | The miss is mainly a weakly supported broadening target, since the plausible Nintendo-centered slate had only Wii U platform continuity as evidence for "Call of Duty: Ghosts." | downweight_noise |
[
"<a_22><b_175><c_135>",
"<a_61><b_63><c_5>",
"<a_205><b_10><c_251>",
"<a_45><b_207><c_215>"
] | [
"Terraria - Xbox One",
"Xbox One Special Edition Dusk Shadow Wireless Controller [Without Bluetooth]",
"Forza Horizon 3 - Xbox One",
"Farming Simulator 17 - Xbox One"
] | <a_61><b_181><c_62> | Xbox 360 Wireless Controller - Gold Chrome | [
"<a_45><b_168><c_1>",
"<a_45><b_201><c_12>",
"<a_205><b_10><c_3>",
"<a_45><b_207><c_3>",
"<a_45><b_168><c_109>",
"<a_45><b_226><c_1>",
"<a_45><b_168><c_146>",
"<a_45><b_224><c_36>",
"<a_205><b_111><c_178>",
"<a_45><b_28><c_215>"
] | [
"NBA 2K17 - Early Tip Off Edition - Xbox One",
"Rocket League: Collector's Edition - Xbox One",
"Forza Horizon 3 - Ultimate Edition - Xbox One",
"Farming Simulator 15 - Xbox One",
"NBA 2K17- Legends Gold - Xbox One",
"NHL 17 - Xbox One",
"NBA 2K17 - Legend Edition - Xbox One",
"RBI Baseball 2016 - Xbo... | 0 | 4 | The target represents interest in a stylized Xbox wireless controller, directly supported by the earlier “Xbox One Special Edition Dusk Shadow Wireless Controller.” However, the target is for Xbox 360 rather than Xbox One and accessories account for only one of four interactions, so this specific continuation is only m... | The beams allocate all capacity to Xbox One games, including racing and simulation continuations such as “Forza Horizon 3 - Ultimate Edition” and “Farming Simulator 15,” plus many unsupported annual sports titles. No beam is a controller or a viable substitute for the Xbox 360 controller, so the closest target relation... | The CoT notices the earlier Dusk Shadow controller and therefore identifies the target’s accessory interest, but it does not turn that signal into a concrete accessory recommendation. It instead selects competitive and simulation-oriented game titles, which broadly agrees with the all-game beams but prioritizes the wro... | dominant_with_secondary | same_subcategory | 3 | unrelated | 7 | 4 | 3 | under_diversified | harmful | true | 4 | wrong_interest | reasoning | The CoT recognized the controller signal but failed to prioritize it, causing all ten slots to go to games and leaving no accessory candidate. | improve_reasoning |
[
"<a_22><b_23><c_207>",
"<a_24><b_72><c_142>",
"<a_92><b_20><c_102>",
"<a_118><b_185><c_102>",
"<a_201><b_85><c_136>",
"<a_201><b_85><c_136>",
"<a_24><b_118><c_34>",
"<a_201><b_100><c_205>",
"<a_22><b_124><c_19>",
"<a_39><b_78><c_54>"
] | [
"Life is Strange - PlayStation 4",
"Horizon Zero Dawn - PlayStation 4",
"Call of Duty: Infinite Warfare - Standard Edition - PlayStation 4",
"Batman: Arkham Knight - PlayStation 4 [Digital Code]",
"Until Dawn - PlayStation 4",
"Until Dawn - PlayStation 4",
"Abzu - PlayStation 4",
"Tales from the Borde... | <a_205><b_208><c_148> | Gran Turismo Sport - Limited Edition - PlayStation 4 | [
"<a_201><b_18><c_56>",
"<a_123><b_58><c_78>",
"<a_123><b_58><c_16>",
"<a_123><b_100><c_33>",
"<a_201><b_213><c_242>",
"<a_201><b_45><c_166>",
"<a_24><b_96><c_27>",
"<a_201><b_56><c_74>",
"<a_24><b_72><c_142>",
"<a_123><b_228><c_139>"
] | [
"Mass Effect Andromeda - Pre-load - PS4 Digital Code",
"Resident Evil 7: Biohazard - PS4 Digital Code",
"Resident Evil 7 Biohazard - Xbox One",
"Tom Clancy’s Ghost Recon Wildlands - PlayStation 4",
"The Last of Us Remastered - PlayStation 4",
"Prey - Pre-load - PS4 Digital Code",
"Rise of the Tomb... | 0 | 10 | “Gran Turismo Sport - Limited Edition - PlayStation 4” represents a new racing-game interest. The history supports PlayStation 4 gaming generally but centers on narrative/action titles such as “Life is Strange,” “Until Dawn,” and “Horizon Zero Dawn,” plus shooters such as “Call of Duty: Infinite Warfare” and “Battlefie... | The beams mainly allocate capacity to narrative action/adventure, horror, and shooter interests through titles such as “The Last of Us Remastered,” “Resident Evil 7,” and “Ghost Recon Wildlands,” while “Steep” is the closest target relation as another sports-oriented game rather than a racing substitute. This breadth i... | The CoT correctly identifies the history’s narrative and action emphasis using “Life is Strange,” “Tales from the Borderlands,” “Until Dawn,” and “Battlefield 1,” but its final action-plus-story preference remains broad and does not derive the target’s racing interest. It also cites <a_123><b_72><c_7> as a historical i... | dominant_with_secondary | broadening | 2 | same_category | 6 | 7 | 2 | calibrated | partly_useful | false | 5 | unsupported_claim | target_noise | The model sensibly concentrated on history-supported PlayStation 4 narrative/action interests, while the racing target is a weakly signaled genre broadening rather than a clear retrieval failure. | downweight_noise |
End of preview. Expand in Data Studio
rec_inference_results
Per-example inference results of SID-based generative recommendation models on the Amazon test split of three domains (Video_Games, Office_Products, Industrial_and_Scientific). Each model reasons (CoT) and then produces the next item as a semantic ID (SID), decoded with constrained beam search (beam=10).
Configs
| config | model source |
|---|---|
reproduced |
Phase-3 RL checkpoints (.../Final/<domain>/stage3) |
baseline |
Best baseline RL checkpoints (Best_Baseline_Models/.../actor_merged) |
analysis |
GPT-5.6-sol LLM-as-judge analysis of the baseline inference results (see below) |
Each config has three splits, one per domain: Video_Games,
Office_Products, Industrial_and_Scientific.
Record fields
| field | type | description |
|---|---|---|
history_sid |
list[str] | user interaction history, semantic IDs |
history_title |
list[str] | titles aligned to history_sid |
target_sid |
str | ground-truth next-item SID |
target_title |
str | ground-truth next-item title |
predict_sid |
list[str] | Top-10 constrained beam-search SID predictions |
predict_title |
list[str] | titles aligned to predict_sid |
native_sid |
str | unconstrained greedy next-item SID (native decode) |
native_title |
str | title of native_sid |
prompt_cot |
str | full prompt including the model's chain-of-thought up to </think> |
cot |
str | the chain-of-thought text only |
Usage
from datasets import load_dataset
# reproduced models, Video_Games domain
ds = load_dataset("yufan/rec_inference_results", "reproduced", split="Video_Games")
# baseline models, Office_Products domain
ds = load_dataset("yufan/rec_inference_results", "baseline", split="Office_Products")
analysis config
LLM-as-judge (GPT-5.6-sol, high reasoning) analysis of the baseline inference
results, produced by gpt5_analyze_inference.py. Each record scores one user
example against an anchored rubric so the aggregate can guide Phase-3 RL reward /
curriculum design. It covers all rows of all three baseline domain splits.
Record fields
Every record also carries the full context and the beam-10 predictions of the
corresponding baseline row, so the config is self-contained.
| field | type | description |
|---|---|---|
history_sid, history_title |
list[str] | user interaction history, from the source row |
n_history |
int | history length |
target_sid, target_title |
str | ground-truth next item, from the source row |
predict_sid, predict_title |
list[str] | Top-10 constrained beam-search predictions, from the source row |
exact_hit_rank |
int | 1-based rank of target in beam-10 (0 = miss); ground truth |
target_analysis, prediction_analysis, cot_analysis |
str | grounded prose analyses |
history_interest_structure |
str | concentrated / dominant_with_secondary / multi_interest / scattered |
target_relation |
str | repeat / same_subcategory / same_brand_or_series / complementary / broadening / exploration |
predictability |
int (1-5) | how inferable the target is from history |
best_beam_relation |
str | exact / substitute / same_category / complementary / unrelated |
beam_interest_coverage |
int (1-10) | number of distinct interests represented across the beam |
beam_relevance_count |
int (0-10) | number of plausible next items in the beam |
beam_redundancy |
int (1-5) | degree of near-duplicate predictions |
diversity_calibration |
str | under_diversified / calibrated / over_diversified |
cot_value |
str | harmful / none / partly_useful / decisive |
cot_identified_target_interest |
bool | whether the CoT identified the target interest |
cot_answer_consistency |
int (1-5) | agreement between the CoT and emitted beam |
cot_failure_mode |
str | none / generic_summary / wrong_interest / unsupported_claim / no_decision / contradicts_answer |
pipeline_bottleneck |
str | none / target_noise / reasoning / candidate_generation / ranking / diversity |
key_insight |
str | one-sentence training takeaway |
primary_intervention |
str | recommended primary training intervention |
from datasets import load_dataset
ds = load_dataset("yufan/rec_inference_results", "analysis", split="Office_Products")
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