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787
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184
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stringclasses
5 values
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_250|><|sid_L1_175|><|sid_L2_75|><|sid_L3_0|><|sid_end|>
FEIST — Action, Indie
grounding_id2name
Give the semantic ID that represents this game.
ACID Music Studio 10 - Steam Powered
<|sid_start|><|sid_L0_252|><|sid_L1_203|><|sid_L2_166|><|sid_L3_1|><|sid_end|>
grounding_name2id
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_107|><|sid_L1_233|><|sid_L2_139|><|sid_L3_0|><|sid_end|>
Yet Another Zombie Defense — Action, Casual, Indie, Strategy
grounding_id2name
What is the semantic ID for this game?
Between Me and The Night
<|sid_start|><|sid_L0_0|><|sid_L1_142|><|sid_L2_21|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_152|><|sid_L1_70|><|sid_L2_130|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_157|><|sid_L1_239|><|sid_L2_219|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_3|><|sid_L1_230|><|sid_L2_142|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_148|><|sid_L1_206|><|sid_L2_211|><|sid_L3_0|><|sid_end|> <|sid_s...
<|sid_start|><|sid_L0_112|><|sid_L1_28|><|sid_L2_255|><|sid_L3_0|><|sid_end|>
sequential
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_49|><|sid_L1_30|><|sid_L2_36|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_248|><|sid_L2_49|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_182|><|sid_L1_223|><|sid_L2_104|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_251|><|sid_L2_118|><|sid_L3_0|><|sid_end|> <|sid_st...
<|sid_start|><|sid_L0_245|><|sid_L1_218|><|sid_L2_41|><|sid_L3_0|><|sid_end|>
sequential
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_16|><|sid_L1_139|><|sid_L2_145|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_91|><|sid_L1_188|><|sid_L2_225|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_91|><|sid_L1_206|><|sid_L2_66|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_3|><|sid_L1_154|><|sid_L2_28|><|sid_L3_0|><|sid_end|> <|sid_start...
Space Hack — Action, Indie, RPG
asy
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_109|><|sid_L1_162|><|sid_L2_170|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_113|><|sid_L1_180|><|sid_L2_192|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_225|><|sid_L1_203|><|sid_L2_4|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_22|><|sid_L2_246|><|sid_L3_0|><|sid_end|> <|sid_st...
<|sid_start|><|sid_L0_34|><|sid_L1_237|><|sid_L2_201|><|sid_L3_0|><|sid_end|>
sequential
Given a user's game history, ordered from most to least played, predict the semantic ID of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_14|><|sid_L1_96|><|sid_L2_221|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_169|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_230|><|sid_L1_243|><|sid_L2_156|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_41|><|sid_L2_42|><|sid_L3_1|><|sid_end|> <|sid_sta...
<|sid_start|><|sid_L0_66|><|sid_L1_173|><|sid_L2_236|><|sid_L3_0|><|sid_end|>
sequential
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_93|><|sid_L1_142|><|sid_L2_216|><|sid_L3_0|><|sid_end|>
Cosplay Maker — Indie, Simulation
grounding_id2name
What game does this semantic ID represent?
<|sid_start|><|sid_L0_53|><|sid_L1_15|><|sid_L2_240|><|sid_L3_0|><|sid_end|>
Time Rifters — Action, Casual, Indie
grounding_id2name
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_48|><|sid_L1_133|><|sid_L2_30|><|sid_L3_0|><|sid_end|>
The Sims™ 3 — Simulation
grounding_id2name
Give the semantic ID that represents this game.
Infinity Saga
<|sid_start|><|sid_L0_107|><|sid_L1_43|><|sid_L2_132|><|sid_L3_0|><|sid_end|>
grounding_name2id
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_162|><|sid_L1_21|><|sid_L2_64|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_194|><|sid_L2_251|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_57|><|sid_L2_30|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_155|><|sid_L2_168|><|sid_L3_0|><|sid_end|> <|sid_start...
<|sid_start|><|sid_L0_223|><|sid_L1_209|><|sid_L2_87|><|sid_L3_0|><|sid_end|>
sequential
What is the semantic ID for this game?
WARMODE
<|sid_start|><|sid_L0_66|><|sid_L1_140|><|sid_L2_94|><|sid_L3_0|><|sid_end|>
grounding_name2id
What is the semantic ID for this game?
Glory Kingdom
<|sid_start|><|sid_L0_75|><|sid_L1_2|><|sid_L2_226|><|sid_L3_0|><|sid_end|>
grounding_name2id
Given a user's game history, ordered from most to least played, predict the name of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_93|><|sid_L1_255|><|sid_L2_66|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_151|><|sid_L1_179|><|sid_L2_227|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_173|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_41|><|sid_L1_101|><|sid_L2_187|><|sid_L3_0|><|sid_end|> <|sid_st...
Gyromancer — RPG
asy
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_115|><|sid_L1_99|><|sid_L2_10|><|sid_L3_0|><|sid_end|>
DOOM 3 — Action
grounding_id2name
Given a user's game history, ordered from most to least played, predict the name of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_233|><|sid_L1_9|><|sid_L2_229|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_165|><|sid_L1_234|><|sid_L2_64|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_124|><|sid_L1_224|><|sid_L2_4|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_246|><|sid_L1_161|><|sid_L2_222|><|sid_L3_0|><|sid_end|> <|sid_sta...
Full Spectrum Warrior — Action, Strategy
asy
Given a game a player liked, recommend a similar game.
<|sid_start|><|sid_L0_15|><|sid_L1_154|><|sid_L2_197|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_33|><|sid_L1_142|><|sid_L2_22|><|sid_L3_0|><|sid_end|>
similar_item
Encode this game as its semantic ID.
S.T.A.L.K.E.R.: Clear Sky
<|sid_start|><|sid_L0_133|><|sid_L1_150|><|sid_L2_128|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_227|><|sid_L1_209|><|sid_L2_170|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_61|><|sid_L1_184|><|sid_L2_218|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_251|><|sid_L2_88|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_91|><|sid_L1_173|><|sid_L2_52|><|sid_L3_0|><|sid_end|> <|sid_st...
<|sid_start|><|sid_L0_245|><|sid_L1_20|><|sid_L2_15|><|sid_L3_0|><|sid_end|>
sequential
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_87|><|sid_L1_244|><|sid_L2_132|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_34|><|sid_L1_142|><|sid_L2_38|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_106|><|sid_L1_90|><|sid_L2_221|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_88|><|sid_L2_136|><|sid_L3_0|><|sid_end|> <|sid_sta...
Full Spectrum Warrior — Action, Strategy
asy
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_4|><|sid_L1_215|><|sid_L2_198|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_245|><|sid_L2_1|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_116|><|sid_L2_247|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_160|><|sid_L2_81|><|sid_L3_0|><|sid_end|> <|sid_star...
Thief™ Gold — Action, Simulation
asy
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_115|><|sid_L1_182|><|sid_L2_81|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_76|><|sid_L2_148|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_227|><|sid_L1_209|><|sid_L2_170|><|sid_L3_0|><|sid_end|>
sequential
Give the semantic ID that represents this game.
Voxel Blast
<|sid_start|><|sid_L0_141|><|sid_L1_62|><|sid_L2_31|><|sid_L3_0|><|sid_end|>
grounding_name2id
Give the semantic ID that represents this game.
Nancy Drew® Dossier: Resorting to Danger!
<|sid_start|><|sid_L0_188|><|sid_L1_203|><|sid_L2_159|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_14|><|sid_L1_176|><|sid_L2_84|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_113|><|sid_L1_38|><|sid_L2_100|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_113|><|sid_L1_190|><|sid_L2_100|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_176|><|sid_L2_65|><|sid_L3_0|><|sid_end|> <|sid_st...
The Elder Scrolls III: Morrowind® Game of the Year Edition — RPG
asy
What game does this semantic ID represent?
<|sid_start|><|sid_L0_74|><|sid_L1_248|><|sid_L2_194|><|sid_L3_1|><|sid_end|>
Eleven Table Tennis — Casual, Simulation, Sports
grounding_id2name
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_66|><|sid_L1_178|><|sid_L2_169|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_157|><|sid_L1_105|><|sid_L2_66|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_116|><|sid_L1_168|><|sid_L2_220|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_97|><|sid_L1_173|><|sid_L2_117|><|sid_L3_0|><|sid_end|> <|sid_s...
Narcissu 1st & 2nd — Indie
asy
What is the semantic ID for this game?
Sakura Angels
<|sid_start|><|sid_L0_118|><|sid_L1_224|><|sid_L2_82|><|sid_L3_0|><|sid_end|>
grounding_name2id
Given a user's game history, ordered from most to least played, predict the name of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_93|><|sid_L1_85|><|sid_L2_105|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_129|><|sid_L1_71|><|sid_L2_229|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_129|><|sid_L1_177|><|sid_L2_136|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_130|><|sid_L2_205|><|sid_L3_0|><|sid_end|> <|sid_s...
EVGA Precision X1 — Utilities
asy
Encode this game as its semantic ID.
Parallels
<|sid_start|><|sid_L0_3|><|sid_L1_29|><|sid_L2_145|><|sid_L3_0|><|sid_end|>
grounding_name2id
What game does this semantic ID represent?
<|sid_start|><|sid_L0_198|><|sid_L1_39|><|sid_L2_56|><|sid_L3_0|><|sid_end|>
If My Heart Had Wings — Adventure, Casual, Simulation
grounding_id2name
What game does this semantic ID represent?
<|sid_start|><|sid_L0_155|><|sid_L1_27|><|sid_L2_89|><|sid_L3_0|><|sid_end|>
Space Quest™ Collection — Adventure
grounding_id2name
Given a user's game history, ordered from most to least played, predict the name of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_225|><|sid_L1_251|><|sid_L2_49|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_225|><|sid_L1_176|><|sid_L2_78|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_176|><|sid_L2_161|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_22|><|sid_L2_246|><|sid_L3_0|><|sid_end|> <|sid_sta...
Game Dev Tycoon — Casual, Indie, Simulation, Strategy
asy
What is the semantic ID for this game?
Mystik Belle
<|sid_start|><|sid_L0_102|><|sid_L1_250|><|sid_L2_177|><|sid_L3_0|><|sid_end|>
grounding_name2id
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_106|><|sid_L1_90|><|sid_L2_221|><|sid_L3_0|><|sid_end|>
Hack, Slash, Loot — Casual, Indie, RPG
grounding_id2name
What is the semantic ID for this game?
Star Nomad 2
<|sid_start|><|sid_L0_251|><|sid_L1_120|><|sid_L2_85|><|sid_L3_0|><|sid_end|>
grounding_name2id
Give the semantic ID that represents this game.
Tibetan Quest: Beyond the World's End
<|sid_start|><|sid_L0_241|><|sid_L1_32|><|sid_L2_80|><|sid_L3_0|><|sid_end|>
grounding_name2id
Encode this game as its semantic ID.
Midnight's Blessing
<|sid_start|><|sid_L0_79|><|sid_L1_250|><|sid_L2_142|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_113|><|sid_L1_180|><|sid_L2_192|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_49|><|sid_L1_14|><|sid_L2_38|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_43|><|sid_L1_223|><|sid_L2_104|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_155|><|sid_L2_65|><|sid_L3_0|><|sid_end|> <|sid_sta...
<|sid_start|><|sid_L0_98|><|sid_L1_73|><|sid_L2_232|><|sid_L3_1|><|sid_end|>
sequential
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_115|><|sid_L1_15|><|sid_L2_213|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_181|><|sid_L2_104|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_14|><|sid_L1_169|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_169|><|sid_L2_174|><|sid_L3_0|><|sid_end|> <|sid_...
Euro Truck Simulator — Indie, Simulation
asy
What is the semantic ID for this game?
GundeadliGne
<|sid_start|><|sid_L0_53|><|sid_L1_21|><|sid_L2_50|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_113|><|sid_L1_190|><|sid_L2_100|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_34|><|sid_L1_181|><|sid_L2_143|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_34|><|sid_L1_233|><|sid_L2_192|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_53|><|sid_L1_176|><|sid_L2_8|><|sid_L3_0|><|sid_end|> <|sid_sta...
Shadow Puppeteer — Adventure, Indie
asy
Given a user's game history, ordered from most to least played, predict the name of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_66|><|sid_L1_153|><|sid_L2_210|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_141|><|sid_L1_134|><|sid_L2_19|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_157|><|sid_L1_79|><|sid_L2_7|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_207|><|sid_L2_189|><|sid_L3_0|><|sid_end|> <|sid_star...
Max Gentlemen — Casual, Free To Play, Indie
asy
Encode this game as its semantic ID.
Planet Driller
<|sid_start|><|sid_L0_230|><|sid_L1_59|><|sid_L2_166|><|sid_L3_0|><|sid_end|>
grounding_name2id
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_154|><|sid_L1_177|><|sid_L2_2|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_80|><|sid_L2_209|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_152|><|sid_L1_23|><|sid_L2_3|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_0|><|sid_L1_138|><|sid_L2_158|><|sid_L3_0|><|sid_end|> <|sid_start|...
<|sid_start|><|sid_L0_175|><|sid_L1_30|><|sid_L2_7|><|sid_L3_0|><|sid_end|>
sequential
What is the semantic ID for this game?
KeeperRL
<|sid_start|><|sid_L0_35|><|sid_L1_195|><|sid_L2_212|><|sid_L3_0|><|sid_end|>
grounding_name2id
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_91|><|sid_L1_52|><|sid_L2_208|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_151|><|sid_L1_118|><|sid_L2_103|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_225|><|sid_L1_179|><|sid_L2_88|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_111|><|sid_L1_230|><|sid_L2_140|><|sid_L3_0|><|sid_end|> <|sid_s...
<|sid_start|><|sid_L0_26|><|sid_L1_63|><|sid_L2_248|><|sid_L3_0|><|sid_end|>
sequential
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_157|><|sid_L1_16|><|sid_L2_7|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_190|><|sid_L2_224|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_230|><|sid_L1_90|><|sid_L2_208|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_74|><|sid_L2_38|><|sid_L3_1|><|sid_end|> <|sid_start|...
<|sid_start|><|sid_L0_157|><|sid_L1_39|><|sid_L2_61|><|sid_L3_0|><|sid_end|>
sequential
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_171|><|sid_L1_214|><|sid_L2_2|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_221|><|sid_L1_192|><|sid_L2_177|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_251|><|sid_L2_118|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_183|><|sid_L2_132|><|sid_L3_0|><|sid_end|> <|sid_s...
<|sid_start|><|sid_L0_85|><|sid_L1_98|><|sid_L2_55|><|sid_L3_1|><|sid_end|>
sequential
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_53|><|sid_L1_182|><|sid_L2_63|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_182|><|sid_L1_228|><|sid_L2_33|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_49|><|sid_L1_177|><|sid_L2_160|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_16|><|sid_L1_139|><|sid_L2_145|><|sid_L3_0|><|sid_end|> <|sid_sta...
Star Trek Online — Massively Multiplayer, RPG, Free To Play
asy
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_160|><|sid_L1_89|><|sid_L2_148|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_192|><|sid_L1_32|><|sid_L2_111|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_152|><|sid_L1_155|><|sid_L2_113|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_152|><|sid_L1_155|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_...
Renegade Ops — Action
asy
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_91|><|sid_L1_23|><|sid_L2_97|><|sid_L3_0|><|sid_end|>
STAR WARS™ Rebellion — Strategy
grounding_id2name
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_3|><|sid_L1_57|><|sid_L2_241|><|sid_L3_0|><|sid_end|>
Giana Sisters: Twisted Dreams — Action, Indie
grounding_id2name
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_115|><|sid_L1_81|><|sid_L2_124|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_216|><|sid_L2_19|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_15|><|sid_L2_213|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_130|><|sid_L2_205|><|sid_L3_0|><|sid_end|> <|sid_s...
Serious Sam Classic: The Second Encounter — Action, Indie
asy
What game does this semantic ID represent?
<|sid_start|><|sid_L0_141|><|sid_L1_243|><|sid_L2_91|><|sid_L3_0|><|sid_end|>
Supercharged Robot VULKAISER — Action, Indie
grounding_id2name
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_148|><|sid_L1_86|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_162|><|sid_L1_180|><|sid_L2_95|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_76|><|sid_L2_148|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_209|><|sid_L2_28|><|sid_L3_0|><|sid_end|> <|sid_st...
Warhammer® 40,000: Dawn of War® - Game of the Year Edition — Strategy
asy
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_115|><|sid_L1_40|><|sid_L2_150|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_251|><|sid_L2_118|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_123|><|sid_L2_20|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_251|><|sid_L2_98|><|sid_L3_1|><|sid_end|> <|sid_s...
Half-Life Deathmatch: Source — Action
asy
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_21|><|sid_L1_134|><|sid_L2_193|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_84|><|sid_L2_61|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_161|><|sid_L1_229|><|sid_L2_207|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_62|><|sid_L2_190|><|sid_L3_0|><|sid_end|> <|sid_star...
Tomb Raider: Legend — Action, Adventure
asy
Give the semantic ID that represents this game.
Fleet Command
<|sid_start|><|sid_L0_165|><|sid_L1_200|><|sid_L2_33|><|sid_L3_0|><|sid_end|>
grounding_name2id
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_89|><|sid_L1_83|><|sid_L2_143|><|sid_L3_0|><|sid_end|>
A Stroke of Fate: Operation Bunker — Adventure
grounding_id2name
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_30|><|sid_L1_198|><|sid_L2_207|><|sid_L3_0|><|sid_end|>
Still Life — Adventure
grounding_id2name
Encode this game as its semantic ID.
Parcel
<|sid_start|><|sid_L0_20|><|sid_L1_14|><|sid_L2_170|><|sid_L3_0|><|sid_end|>
grounding_name2id
Given a user's game history, ordered from most to least played, predict the semantic ID of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_9|><|sid_L1_180|><|sid_L2_129|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_23|><|sid_L1_110|><|sid_L2_236|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_34|><|sid_L1_142|><|sid_L2_38|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_141|><|sid_L2_180|><|sid_L3_0|><|sid_end|> <|sid_sta...
<|sid_start|><|sid_L0_221|><|sid_L1_97|><|sid_L2_37|><|sid_L3_0|><|sid_end|>
sequential
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_115|><|sid_L1_182|><|sid_L2_81|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_83|><|sid_L2_237|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_129|><|sid_L1_71|><|sid_L2_229|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_190|><|sid_L2_224|><|sid_L3_0|><|sid_end|> <|sid_st...
Killing Floor 2 — Action
asy
Encode this game as its semantic ID.
RACE Injection
<|sid_start|><|sid_L0_54|><|sid_L1_209|><|sid_L2_137|><|sid_L3_0|><|sid_end|>
grounding_name2id
A player enjoyed this game. Suggest another game they would likely also enjoy.
<|sid_start|><|sid_L0_208|><|sid_L1_228|><|sid_L2_242|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_26|><|sid_L1_13|><|sid_L2_22|><|sid_L3_0|><|sid_end|>
similar_item
What is the semantic ID for this game?
Amazing Frog?
<|sid_start|><|sid_L0_97|><|sid_L1_231|><|sid_L2_42|><|sid_L3_0|><|sid_end|>
grounding_name2id
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_155|><|sid_L1_4|><|sid_L2_252|><|sid_L3_0|><|sid_end|>
Fran Bow — Adventure, Indie
grounding_id2name
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_192|><|sid_L1_63|><|sid_L2_158|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_9|><|sid_L1_127|><|sid_L2_200|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_94|><|sid_L1_204|><|sid_L2_38|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_102|><|sid_L1_179|><|sid_L2_190|><|sid_L3_0|><|sid_end|> <|sid_sta...
<|sid_start|><|sid_L0_192|><|sid_L1_44|><|sid_L2_170|><|sid_L3_0|><|sid_end|>
sequential
Players who played this game also played the following game. Name it by semantic ID.
<|sid_start|><|sid_L0_15|><|sid_L1_154|><|sid_L2_197|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_48|><|sid_L1_196|><|sid_L2_88|><|sid_L3_0|><|sid_end|>
similar_item
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_26|><|sid_L1_89|><|sid_L2_156|><|sid_L3_0|><|sid_end|>
The Adventures of Fatman — Adventure, Indie
grounding_id2name
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_227|><|sid_L1_174|><|sid_L2_49|><|sid_L3_0|><|sid_end|>
Children of the Nile: Enhanced Edition — Strategy, Simulation
grounding_id2name
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_255|><|sid_L1_163|><|sid_L2_15|><|sid_L3_0|><|sid_end|>
You Must Build A Boat — Action, Casual, Indie, RPG, Strategy
grounding_id2name
Give the semantic ID that represents this game.
Psychonauts
<|sid_start|><|sid_L0_3|><|sid_L1_142|><|sid_L2_49|><|sid_L3_0|><|sid_end|>
grounding_name2id
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_237|><|sid_L1_98|><|sid_L2_26|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_29|><|sid_L1_226|><|sid_L2_251|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_54|><|sid_L1_80|><|sid_L2_50|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_233|><|sid_L1_9|><|sid_L2_229|><|sid_L3_0|><|sid_end|> <|sid_start|...
<|sid_start|><|sid_L0_223|><|sid_L1_218|><|sid_L2_113|><|sid_L3_0|><|sid_end|>
sequential
Give the semantic ID that represents this game.
BRINK
<|sid_start|><|sid_L0_115|><|sid_L1_119|><|sid_L2_119|><|sid_L3_0|><|sid_end|>
grounding_name2id
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_220|><|sid_L1_177|><|sid_L2_4|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_181|><|sid_L1_184|><|sid_L2_126|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_27|><|sid_L1_14|><|sid_L2_164|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_70|><|sid_L1_220|><|sid_L2_82|><|sid_L3_0|><|sid_end|> <|sid_star...
<|sid_start|><|sid_L0_16|><|sid_L1_0|><|sid_L2_121|><|sid_L3_0|><|sid_end|>
sequential
Encode this game as its semantic ID.
Shutter
<|sid_start|><|sid_L0_111|><|sid_L1_252|><|sid_L2_184|><|sid_L3_0|><|sid_end|>
grounding_name2id
Here is a list of games a player has spent time on, from most to least played. What game's semantic ID would you recommend next?
<|sid_start|><|sid_L0_251|><|sid_L1_95|><|sid_L2_11|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_9|><|sid_L1_180|><|sid_L2_129|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_91|><|sid_L1_192|><|sid_L2_166|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_49|><|sid_L1_173|><|sid_L2_105|><|sid_L3_0|><|sid_end|> <|sid_star...
<|sid_start|><|sid_L0_55|><|sid_L1_252|><|sid_L2_160|><|sid_L3_0|><|sid_end|>
sequential
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_160|><|sid_L1_49|><|sid_L2_40|><|sid_L3_0|><|sid_end|>
Villagers — Indie, Simulation, Strategy
grounding_id2name
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_20|><|sid_L1_225|><|sid_L2_140|><|sid_L3_0|><|sid_end|>
Doors — Adventure, Indie, Strategy
grounding_id2name
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_66|><|sid_L1_190|><|sid_L2_224|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_115|><|sid_L1_70|><|sid_L2_132|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_225|><|sid_L1_251|><|sid_L2_49|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_113|><|sid_L1_207|><|sid_L2_208|><|sid_L3_1|><|sid_end|> <|sid_s...
The Wolf Among Us — Action, Adventure, Casual
asy
Based on this player's play history (most engaged first), predict the semantic ID of a game they would likely enjoy next.
<|sid_start|><|sid_L0_49|><|sid_L1_209|><|sid_L2_185|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_53|><|sid_L1_176|><|sid_L2_172|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_102|><|sid_L1_179|><|sid_L2_190|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_245|><|sid_L1_130|><|sid_L2_205|><|sid_L3_0|><|sid_end|> <|sid_...
<|sid_start|><|sid_L0_115|><|sid_L1_80|><|sid_L2_228|><|sid_L3_0|><|sid_end|>
sequential
What is the semantic ID for this game?
STAR WARSâ„¢ Knights of the Old Republicâ„¢
<|sid_start|><|sid_L0_14|><|sid_L1_169|><|sid_L2_236|><|sid_L3_0|><|sid_end|>
grounding_name2id
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_157|><|sid_L1_17|><|sid_L2_160|><|sid_L3_0|><|sid_end|>
The Elder Scrolls® Online — Action, Adventure, Massively Multiplayer, RPG
grounding_id2name
Here is a list of games a player has spent time on, from most to least played. What game would you recommend next? Tell me its name.
<|sid_start|><|sid_L0_206|><|sid_L1_163|><|sid_L2_64|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_141|><|sid_L1_150|><|sid_L2_244|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_196|><|sid_L1_164|><|sid_L2_143|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_66|><|sid_L1_185|><|sid_L2_140|><|sid_L3_0|><|sid_end|> <|sid_...
I, Gladiator — Action, Adventure, Indie, RPG
asy
Given a user's game history, ordered from most to least played, predict the semantic ID of the next game they are likely to enjoy.
<|sid_start|><|sid_L0_43|><|sid_L1_223|><|sid_L2_104|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_35|><|sid_L1_243|><|sid_L2_156|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_3|><|sid_L1_61|><|sid_L2_89|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_107|><|sid_L1_218|><|sid_L2_250|><|sid_L3_0|><|sid_end|> <|sid_star...
<|sid_start|><|sid_L0_224|><|sid_L1_23|><|sid_L2_123|><|sid_L3_0|><|sid_end|>
sequential
Given a game a player liked, recommend a similar game.
<|sid_start|><|sid_L0_165|><|sid_L1_251|><|sid_L2_100|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_161|><|sid_L1_61|><|sid_L2_36|><|sid_L3_0|><|sid_end|>
similar_item
Based on this player's play history (most engaged first), predict the title of a game they would likely enjoy next.
<|sid_start|><|sid_L0_25|><|sid_L1_250|><|sid_L2_64|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_42|><|sid_L1_94|><|sid_L2_179|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_26|><|sid_L1_109|><|sid_L2_143|><|sid_L3_0|><|sid_end|> <|sid_start|><|sid_L0_38|><|sid_L1_13|><|sid_L2_39|><|sid_L3_0|><|sid_end|> <|sid_start|...
Cult of the Wind — Action, Indie
asy
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_110|><|sid_L1_227|><|sid_L2_131|><|sid_L3_0|><|sid_end|>
We Slay Monsters — Indie, RPG, Strategy
grounding_id2name
What is the semantic ID for this game?
Elliot Quest
<|sid_start|><|sid_L0_225|><|sid_L1_109|><|sid_L2_129|><|sid_L3_0|><|sid_end|>
grounding_name2id
What game does this semantic ID represent?
<|sid_start|><|sid_L0_115|><|sid_L1_87|><|sid_L2_71|><|sid_L3_0|><|sid_end|>
F.E.A.R. 2: Project Origin — Action
grounding_id2name
What is the semantic ID for this game?
Adventure Lamp
<|sid_start|><|sid_L0_5|><|sid_L1_24|><|sid_L2_250|><|sid_L3_0|><|sid_end|>
grounding_name2id
Players who played this game also played the following game. Name it by semantic ID.
<|sid_start|><|sid_L0_152|><|sid_L1_17|><|sid_L2_187|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_91|><|sid_L1_188|><|sid_L2_225|><|sid_L3_0|><|sid_end|>
similar_item
Which game is encoded by this semantic ID?
<|sid_start|><|sid_L0_75|><|sid_L1_145|><|sid_L2_78|><|sid_L3_0|><|sid_end|>
Ninja Cats vs Samurai Dogs — Indie, Strategy
grounding_id2name
Identify the game corresponding to this semantic ID.
<|sid_start|><|sid_L0_210|><|sid_L1_176|><|sid_L2_75|><|sid_L3_0|><|sid_end|>
WARMACHINE: Tactics — Indie, Strategy
grounding_id2name
Given a game a player liked, recommend a similar game.
<|sid_start|><|sid_L0_29|><|sid_L1_63|><|sid_L2_84|><|sid_L3_0|><|sid_end|>
<|sid_start|><|sid_L0_192|><|sid_L1_133|><|sid_L2_8|><|sid_L3_1|><|sid_end|>
similar_item
End of preview. Expand in Data Studio

Steam Games -- Semantic ID Instruction-Tuning Dataset

SFT (instruction-tuning) dataset pairing Steam game catalog items with semantic IDs -- short discrete codes from an RQ-VAE trained on item embeddings -- used to fine-tune pblrvo/Qwen3-4B-Game-semantic-IDs to reason over the semantic-ID space instead of raw item IDs/embeddings.

  • Train: 299,491 examples (sft_train.jsonl)
  • Validation: 16,118 examples (sft_val.jsonl)
  • Special tokens: 1,026 (semantic-ID vocabulary: <|sid_start|>, <|sid_end|>, and one <|sid_L{level}_{code}|> token per (level, code) pair)

Schema

Each line is {"instruction": ..., "input": ..., "output": ..., "task": ...} -- an Alpaca-style triple plus a task field for traceability (drop it if your framework requires the strict 3-key schema).

Tasks

  • sequential: user play history (most to least played) -> next item's semantic ID
  • grounding_name2id / grounding_id2name: item name <-> semantic ID, both directions
  • similar_item: an item -> another item real users also engaged with (co-occurrence-derived)
  • asy (LC-Rec, arXiv 2311.09049): same history/target pairs as sequential, target rendered as its name instead of its semantic ID

Construction notes

  • Restricted to the ~8,500 items that actually appear in a user play sequence (not the full ~93k-item catalog), so repeated exposure per item is high enough to be learnable.
  • Floor/ceiling rebalancing per task: real usage is popularity-skewed enough that a model with weak input-conditioning can minimize loss by always guessing the popular answer. Capping any single target's example count removes that shortcut; flooring under-represented targets gives rare items enough repetition to be learnable at all.
  • Train/val split by target group, not by individual example, so oversampled near-duplicates of the same target don't leak across the split.
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