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[ { "answer_argument": "m.05ch8k4", "answer_type": "Entity", "entity_name": "Guard" } ]
what position did pat connaughton, author of did you see that thing? that’s sidat-singh! the syracuse walking dream!, play?
[ "get_relations(m.09rl290)", "get_neighbors(m.09rl290,media_common.quotation.author)", "get_relations(#0)", "get_neighbors(#0,basketball.basketball_player.position_s)", "get_relations(m.0j50kb6)", "get_neighbors(m.0j50kb6,basketball.basketball_player.position_s)", "intersection(#1,#2)" ]
4300563004000_grailqa
(AND basketball.basketball_position (AND (JOIN basketball.basketball_position.players (JOIN (R media_common.quotation.author) m.09rl290)) (JOIN basketball.basketball_position.players m.0j50kb6)))
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Rauhfelsen of Giralda": null, "Fiat 512": null, "Financial Sector Union of Sweden": null, "Finmeccanica": null, "First Star Software": null, "Flea": null, "Florida State University College of Arts and Sciences": null, "Flornell Spicy Piece of Halleston": null, "Folia": null, "Football League Cup": null, "Ford Expedition": null, "Ford Falcon (XY)": null, "Ford Freestar": null, "Foveon X3 sensor": null, "Fredbird": null, "Friendship": null, "FromSoftware": null, "Frontier Developments": null, "Gas-generator cycle": null, "Gebel Elba": null, "George Fox University Journal": null, "George W. Bush": null, "German": null, "Goat": null, "Gore Vidal's Lincoln": null, "Gracefulness is to the body what understanding is to the mind.": null, "Grain whisky": null, "Grappling": null, "Great Britain": null, "Guitar": null, "Guru Purnima": null, "HP Photosmart E337": null, "Halogen": null, "Handel: Messiah (Dublin Version, 1742)": null, "Harrier": null, "Harris Museum": null, "Harvard University": null, "Haunted Mansion": null, "Hazelwood West High School": null, "Hersbrucker": null, "Hidden Christians of Japan": null, "High ISO Auto": null, "Hilltop Park": null, "Hinduism": null, "Hurricane Dolly": null, "Hurricane Gloria": null, "Hurricane Iniki": null, "Hurricane Marie": null, "Hurricane Sandy": null, "Hy": null, "Hybrid": null, "Hyundai Genesis": null, "I'm Shipping Up to Boston": null, "I'm Your Baby Tonight World Tour": null, "I've Got Love": null, "Icon": null, "In Development": null, "In love, as in gluttony, pleasure is a matter of the utmost precision.": null, "Independence Seaport Museum": null, "Installation art": null, "Intel Core": null, "Internal": null, "Into the Arms of Strangers: Stories of the Kindertransport": null, "Irish Setter": null, "It Can Happen": null, "Italian Space Agency": null, "JPEG (EXIF 2.2)": null, "Jainism": null, "James D. Stern": null, "Japan": null, "Japanese whisky": null, "Jeff Bezos": null, "Jerry Jones": null, "Jihan, Froth Daughter": null, "Jimi Hendrix: An Evolution of Sound": null, "JoJo's Bizarre Adventure": null, "Johannes Kepler": null, "John Mara": null, "Jonathan A. Rees": null, "Joule per cubic metre": null, "Jovem Nerd": null, "Juan de Arellano": null, "KDMR": null, "Kansas": null, "Kirk Hammett performing with Metallica in Vienna in 2007": null, "Kodak CX4200": null, "Kodak EasyShare M753": null, "Kodak Z712 IS ZOOM digital camera": null, "Konica Minolta DiMAGE G600": null, "Kuk Sool Won": null, "Kurash": null, "LFE": null, "Lag BaOmer": null, "Lambda calculus": null, "Law & Order": null, "Lee Young-hee": null, "Lemuria": null, "Lemurian windows into any place or time": null, "Let the Good Times Roll": null, "Libertine Magazine": null, "LinkedIn Corporation": null, "Liquid hydrogen": null, "Lisp": null, "LiveCode": null, "LiveScript": null, "Lolly Grodner": null, "London Business School": null, "Lost & Found Sound": null, "Lou Seal": null, "Louisiana Creole cuisine": null, "MCU Park": null, "MOO": null, "MUF": null, "Maldivian cuisine": null, "Manado cuisine": null, "Martin Desjardins": null, "Matthew H. 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It should be, I bet that my Redeemer liveth.": null, "Whitney Houston - I Will Always: Unauthorized": null, "William DeWitt, Jr.": null, "Winterfell": null, "Wood": null, "World Series": null, "World Wide Web Consortium": null, "Yuji Matsumoto": null, "[intro]": null, "a +": null, "abrahamic faith": null, "abrahamic faiths": null, "al ahram beverages co stella beer": null, "alvaro gil cabral": null, "american radio works": null, "amesterdam": null, "anatolian": null, "anglicans": null, "antao martins homem": null, "antwerp, belgium": null, "antã£o martins homem": null, "apple 1": null, "apple macintosh": null, "apple macintosh computer": null, "armand fizeau": null, "astra": null, "audi": null, "auto industry": null, "automobile industry": null, "ball aerospace and technologies corp.": null, "baron de montesquie": null, "bayer": null, "bellagio casino": null, "bellagio hotel": null, "buddhists": null, "c&ma": null, "c++ programming language": null, "cairn terriers": null, "canadian": null, "canadian whiskey": null, "canon 1d mark iii": null, "canon, inc.": null, "canvases": null, "capital records": null, "cardboard": null, "cascade hop": null, "catholic religion": null, "christanity": null, "christian religion": null, "christmas day": null, "chrysler llc": null, "church of god": null, "classical painting": null, "colts": null, "columbia u": null, "concertos": null, "cows": null, "cuisine of thailand": null, "czecho-slovakia": null, "d-block": null, "d1": null, "d40x": null, "deer tick": null, "delta 2": null, "diabetes": null, "dodge": null, "domari": null, "domestic sheep": null, "eastern christians": null, "emanuel lascar": null, "emanuel laskar": null, "facebook": null, "fip": null, "fire hazards": null, "first dog": null, "florida": null, "fred": null, "g4": null, "game cube": null, "games of the i olympiad": null, "german shepherds": null, "gettysburg battle": null, "girar desargues": null, "google": null, "great salt lake city": null, "hard": null, "haunted manison": null, "howe": null, "iPhone 5": null, "ike": null, "imac": null, "imac dv": null, "international business machines corporation": null, "international ladies garment workers union": null, "international ladies garment workers' union": null, "iphone4": null, "java programming language": null, "java script": null, "jehovah's witness": null, "jpeg image": null, "jpg": null, "k10d": null, "kia sedona": null, "krishna": null, "krishna consciousness": null, "la": null, "lamb": null, "leapfroggr.com": null, "leonard de vinci": null, "levothyroxine sodium": null, "lokl.com": null, "los angeles, california": null, "m5": null, "m68000": null, "mac": null, "maltese dog": null, "maltese terrier": null, "mansion": null, "massachussetts institute of technology": null, "matsushita electric industrial": null, "matsushita electric industrial co., ltd.": null, "maya ying lin": null, "mcclelland": null, "menstrual cramps": null, "metal working": null, "mets": null, "mjt": null, "monotheistic religions": null, "mormon": null, "mormonites": null, "mts": null, "national film board of cananda": null, "ned stark": null, "new york public radio": null, "newtonian science": null, "niccolo machiavelli": null, "nikodemos": null, "nikon corp.": null, "npr news": null, "o": null, "ocean": null, "old": null, "operas": null, "oriental orthodox": null, "ovine": null, "pains": null, "palaces": null, "php3": null, "pittsburgh steelers": null, "principles of flight": null, "printmaker": null, "public affairs programming": null, "puerto galera": null, "radio lab": null, "railway": null, "ram": null, "ravens": null, "really simple syndication": null, "renault": null, "rice plant": null, "ronald bilius weasley": null, "rye": null, "sacraments": null, "samuel taylor": null, "saturn-v": null, "scotch": null, "scottish food": null, "sega of japan": null, "semi-firm": null, "seppala siberian sleddogs": null, "single malt": null, "single malt whiskey": null, "social sciences": null, "sonatas": null, "sony a100": null, "sony entertainment": null, "soul destruction": null, "steve": null, "strathmore (dj murray) airport": null, "sugars": null, "superbowl": null, "suprbowls": null, "swiss confederation": null, "tb": null, "tci": null, "the museum of modern art": null, "tillmans": null, "tokyo metropolis": null, "tom thiboeau": null, "tropical storm hanna": null, "tropical storm ivan": null, "tulsa internationsal airport": null, "tuna fish": null, "turks & caicos islands": null, "union": null, "united states": null, "university": null, "us": null, "us republican party": null, "van rossum": null, "variable stars": null, "vc": null, "wait wait... don't tell me": null, "warner bros records": null, "white faced monkey": null, "whitman": null, "wii ware": null, "word press": null, "wpr": null, "xbox live community games": null, "Škoda 110 R": null, "“Equality must be maintained, if it is promised.”": null }
grailqa
[ { "answer_argument": "m.02x3xhq", "answer_type": "Entity", "entity_name": "Live MOS" } ]
name the sensor type of a digital camera that has the color filter array type of bayer and iso settings of 5000?
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4300861012000_grailqa
(AND digicams.camera_sensor_type (JOIN (R digicams.digital_camera.sensor_type) (AND (JOIN digicams.digital_camera.color_filter_array_type m.02r8js) (JOIN digicams.digital_camera.iso_setting m.0h27q91))))
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grailqa
[ { "answer_argument": "m.023s6n", "answer_type": "Entity", "entity_name": "Weight loss" }, { "answer_argument": "m.0brgy", "answer_type": "Entity", "entity_name": "Anorexia" }, { "answer_argument": "m.0f3kl", "answer_type": "Entity", "entity_name": "Diarrhea" }, { "answer_argument": "m.0cjf0", "answer_type": "Entity", "entity_name": "Fever" }, { "answer_argument": "m.01j6t0", "answer_type": "Entity", "entity_name": "Fatigue" }, { "answer_argument": "m.0lcdk", "answer_type": "Entity", "entity_name": "Anemia" } ]
what are the common symptoms of fip and some disease caused by old age?
[ "get_relations(m.06_1k9)", "get_neighbors(m.06_1k9,base.pethealth.pet_disease_or_medical_condition.symptoms)", "get_relations(m.01hbgs)", "get_neighbors(m.01hbgs,base.pethealth.pet_disease_risk_factor.pet_diseases_with_this_risk_factor)", "get_relations(#1)", "get_neighbors(#1,base.pethealth.pet_disease_or_medical_condition.symptoms)", "intersection(#0,#2)" ]
246000102_graphquestions
(AND base.pethealth.symptom (AND (JOIN (R base.pethealth.pet_disease_or_medical_condition.symptoms) m.06_1k9) (JOIN (R base.pethealth.pet_disease_or_medical_condition.symptoms) (JOIN (R base.pethealth.pet_disease_risk_factor.pet_diseases_with_this_risk_factor) m.01hbgs))))
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what are the characteristics of feline infectious peritonitis and old diseases?
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246000201_graphquestions
(AND base.pethealth.symptom (AND (JOIN (R base.pethealth.pet_disease_or_medical_condition.symptoms) m.06_1k9) (JOIN (R base.pethealth.pet_disease_or_medical_condition.symptoms) (JOIN (R base.pethealth.pet_disease_risk_factor.pet_diseases_with_this_risk_factor) m.01hbgs))))
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graphquestions
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how many mac models used motorola 68040 processors?
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3205922013000_grailqa
(COUNT (AND computer.computer (AND (JOIN (R computer.computer.includes_models) m.0zd6) (JOIN computer.computer.processor m.05397))))
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grailqa
[ { "answer_argument": "5", "answer_type": "Value", "entity_name": null } ]
how many games of electronic arts are released in the united states?
[ "get_relations(m.01n073)", "get_neighbors(m.01n073,cvg.cvg_publisher.game_versions_published)", "get_relations(m.09c7w0)", "get_neighbors(m.09c7w0,cvg.computer_game_region.versions_released_in_this_region)", "intersection(#0,#1)", "count(#2)" ]
444000402_graphquestions
(COUNT (AND cvg.game_version (AND (JOIN (R cvg.cvg_publisher.game_versions_published) m.01n073) (JOIN cvg.game_version.regions m.09c7w0))))
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Stern": null, "Japan": null, "Japanese whisky": null, "Jeff Bezos": null, "Jerry Jones": null, "Jihan, Froth Daughter": null, "Jimi Hendrix: An Evolution of Sound": null, "JoJo's Bizarre Adventure": null, "Johannes Kepler": null, "John Mara": null, "Jonathan A. 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graphquestions
[ { "answer_argument": "m.0dl5_c_", "answer_type": "Entity", "entity_name": "University of Florida Department of History" } ]
abū rayḥān al-bīrūnī works in what department of university
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4301362010000_grailqa
(AND education.department (AND (JOIN education.department.field (JOIN education.field_of_study.academics_in_this_field m.01ny93)) (JOIN (R education.university.departments) m.0j_sncb)))
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grailqa
[ { "answer_argument": "m.0cspd", "answer_type": "Entity", "entity_name": "Low Earth orbit" }, { "answer_argument": "m.04rkwz", "answer_type": "Entity", "entity_name": "Launch vehicle" } ]
what rocket function is supported by saturn v as well as another rocket made by chrysler llc?
[ "get_relations(m.01_bp)", "get_neighbors(m.01_bp,spaceflight.rocket_manufacturer.rockets_manufactured)", "get_relations(#0)", "get_neighbors(#0,spaceflight.rocket.rocket_function)", "get_relations(m.07932)", "get_neighbors(m.07932,spaceflight.rocket.rocket_function)", "intersection(#1,#2)" ]
242000202_graphquestions
(AND spaceflight.rocket_function (AND (JOIN spaceflight.rocket_function.rockets_supporting_this_function (JOIN (R spaceflight.rocket_manufacturer.rockets_manufactured) m.01_bp)) (JOIN (R spaceflight.rocket.rocket_function) m.07932)))
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graphquestions
[ { "answer_argument": "m.07nnlb", "answer_type": "Entity", "entity_name": "Hurricane Katrina" } ]
identify the tropical cyclones that are in the same category with hurricane marie and also affected eastern north america.
[ "get_relations(m.011q1wmr)", "get_neighbors(m.011q1wmr,meteorology.tropical_cyclone.category)", "get_relations(#0)", "get_neighbors(#0,meteorology.tropical_cyclone_category.tropical_cyclones)", "get_relations(m.01xs1j8)", "get_neighbors(m.01xs1j8,meteorology.cyclone_affected_area.cyclones)", "intersection(#1,#2)" ]
4300198000000_grailqa
(AND meteorology.tropical_cyclone (AND (JOIN (R meteorology.tropical_cyclone_category.tropical_cyclones) (JOIN (R meteorology.tropical_cyclone.category) m.011q1wmr)) (JOIN meteorology.tropical_cyclone.affected_areas m.01xs1j8)))
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That’s Sidat-Singh! The Syracuse Walking Dream!": null, "Difficult Kind": null, "Dimethicone/Silicon": null, "Disneyland Park": null, "Douban": null, "Drug overdose": null, "East Asian religions": null, "Eastern North America": "m.01xs1j8", "Ed Smith Stadium": null, "Eddard Stark": null, "Eden Court": null, "Egyptian Arabic": null, "Egyptian Mau": null, "Electronic Arts": null, "Eliane": null, "Emanuel Lasker": null, "Emmaus High School": null, "Energia": null, "English Setter": null, "Erie Maritime Museum": null, "Euclid": null, "FPV F6": null, "Face the Music": null, "Facial Redness": null, "Fast of Esther": null, "Feast of Assumption": null, "Feline infectious peritonitis": null, "Ferry v. Rauhfelsen of Giralda": null, "Fiat 512": null, "Financial Sector Union of Sweden": null, "Finmeccanica": null, "First Star Software": null, "Flea": null, "Florida State University College of Arts and Sciences": null, "Flornell Spicy Piece of Halleston": null, "Folia": null, "Football League Cup": null, "Ford Expedition": null, "Ford Falcon (XY)": null, "Ford Freestar": null, "Foveon X3 sensor": null, "Fredbird": null, "Friendship": null, "FromSoftware": null, "Frontier Developments": null, "Gas-generator cycle": null, "Gebel Elba": null, "George Fox University Journal": null, "George W. Bush": null, "German": null, "Goat": null, "Gore Vidal's Lincoln": null, "Gracefulness is to the body what understanding is to the mind.": null, "Grain whisky": null, "Grappling": null, "Great Britain": null, "Guitar": null, "Guru Purnima": null, "HP Photosmart E337": null, "Halogen": null, "Handel: Messiah (Dublin Version, 1742)": null, "Harrier": null, "Harris Museum": null, "Harvard University": null, "Haunted Mansion": null, "Hazelwood West High School": null, "Hersbrucker": null, "Hidden Christians of Japan": null, "High ISO Auto": null, "Hilltop Park": null, "Hinduism": null, "Hurricane Dolly": null, "Hurricane Gloria": null, "Hurricane Iniki": null, "Hurricane Marie": "m.011q1wmr", "Hurricane Sandy": null, "Hy": null, "Hybrid": null, "Hyundai Genesis": null, "I'm Shipping Up to Boston": null, "I'm Your Baby Tonight World Tour": null, "I've Got Love": null, "Icon": null, "In Development": null, "In love, as in gluttony, pleasure is a matter of the utmost precision.": null, "Independence Seaport Museum": null, "Installation art": null, "Intel Core": null, "Internal": null, "Into the Arms of Strangers: Stories of the Kindertransport": null, "Irish Setter": null, "It Can Happen": null, "Italian Space Agency": null, "JPEG (EXIF 2.2)": null, "Jainism": null, "James D. Stern": null, "Japan": null, "Japanese whisky": null, "Jeff Bezos": null, "Jerry Jones": null, "Jihan, Froth Daughter": null, "Jimi Hendrix: An Evolution of Sound": null, "JoJo's Bizarre Adventure": null, "Johannes Kepler": null, "John Mara": null, "Jonathan A. Rees": null, "Joule per cubic metre": null, "Jovem Nerd": null, "Juan de Arellano": null, "KDMR": null, "Kansas": null, "Kirk Hammett performing with Metallica in Vienna in 2007": null, "Kodak CX4200": null, "Kodak EasyShare M753": null, "Kodak Z712 IS ZOOM digital camera": null, "Konica Minolta DiMAGE G600": null, "Kuk Sool Won": null, "Kurash": null, "LFE": null, "Lag BaOmer": null, "Lambda calculus": null, "Law & Order": null, "Lee Young-hee": null, "Lemuria": null, "Lemurian windows into any place or time": null, "Let the Good Times Roll": null, "Libertine Magazine": null, "LinkedIn Corporation": null, "Liquid hydrogen": null, "Lisp": null, "LiveCode": null, "LiveScript": null, "Lolly Grodner": null, "London Business School": null, "Lost & Found Sound": null, "Lou Seal": null, "Louisiana Creole cuisine": null, "MCU Park": null, "MOO": null, "MUF": null, "Maldivian cuisine": null, "Manado cuisine": null, "Martin Desjardins": null, "Matthew H. 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Murray) Airport": null, "Student": null, "Super Bowl": null, "Super Bowl XLII": null, "Super Bowl XXX": null, "Super Famicom Box": null, "Superbowl": null, "Supreme": null, "Suzanne Collins": null, "Swanport Bridge": null, "Sweet Rhode Island Red": null, "Syncretism": null, "TV": null, "Taito Corporation": null, "Talk radio": null, "Taoism": null, "TeX": null, "Technology": null, "Telltale Games": null, "Tempus": null, "Texas": null, "The Chattahoochee Review": null, "The Hunt Family": null, "The Restoration": null, "The Sacred Band of Stepsons universe": null, "The True Story of the Three Little Pigs": null, "The World": null, "Through Glass": null, "Tibetan Buddhism": null, "Tina Turner": null, "Tisha B'Av": null, "Titan IIIB": null, "Titan IV": null, "Tokyo Disneyland": null, "Tom Gores": null, "Toronto Pearson International Airport": null, "Toy Bulldog": null, "Triatominae": null, "Tropical Storm Linda": null, "Tropical Storm Rachel": null, "Tuberculosis": null, "Tulsa International Airport": null, "Typhoon Sanba": null, "UEFA Champions League Final": null, "UK": null, "UNC Charlotte College of Computing and Informatics": null, "Ukraine": null, "United States of America": null, "United States presidential inauguration": null, "Unknown": null, "Vanguard": null, "Venice Municipal Airport": null, "Verdana": null, "Villanova University School of Law": null, "Vilnius BASIC": null, "Virgin Records": null, "Virginia": null, "Virtual Console": null, "Vivek Rp": null, "WHATWG": null, "Wake Up Kentucky": null, "Water programming language": null, "Weekend Edition Sunday": null, "What is faith but a kind of betting or speculation after all? 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grailqa
[ { "answer_argument": "m.02zmtt", "answer_type": "Entity", "entity_name": "xD-Picture Card" } ]
"find the camera storage type that is supported by olympus fe-130 and the digital camera with iso se(...TRUNCATED)
["get_relations(m.04l497s)","get_neighbors(m.04l497s,digicams.camera_iso.cameras)","get_relations(#0(...TRUNCATED)
4302372004000_grailqa
"(AND digicams.camera_storage_type (AND (JOIN (R digicams.digital_camera.supported_storage_types) (J(...TRUNCATED)
{"\"I destroy my enemy when I make him my friend\"":null,"\"I want to live like a man.\"":null,"\"Me(...TRUNCATED)
grailqa

Introduction

In traditional knowledge base question answering (KBQA) methods, semantic parsing plays a crucial role. It requires a semantic parser to be extensively trained on a vast dataset of labeled examples, typically consisting of question-answer or question-program pairs.

However, the rise of LLMs has shifted this paradigm. LLMs excel in learning from few (or even zero) in-context examples. They utilize natural language as a general vehicle of thought, enabling them to actively navigate and interact with KBs using auxiliary tools, without the need for training on comprehensive datasets. This advance suggests LLMs can sidestep the earlier limitations and eliminate the dependency on extensive, high-coverage training data.

Such a paradigm is usually encapsulated in the term "language agent" or "LLM agent". Existing KBQA datasets may not be ideal to evaluate this new paradigm for two reasons: 1) Many questions are single-hop queries over the KB, which fails to sufficiently challenge the capabilities of LLMs, and 2) Established KBQA benchmarks contain tens of thousands of test questions. Evaluating the most capable models like GPT-4 on so many questions would be extremely costly and often unnecessary.

As a result, we curate KBQA-Agent to offer a more targeted KBQA evaluation for language agents. KBQA-Agent contains 500 complex questions over Freebase from three existing KBQA datasets: GrailQA, ComplexWebQuestions, and GraphQuestions. To further support future research, we also provide the ground truth action sequence (i.e., tool invocations) for the language agent to take to answer each question.

Split

KBQA-Agent targets a training-free setting (we used a one-shot demo in our original experiments), so there is only one split of the test set.

Dataset Structure

  • qid: The unique id of a question
  • s-expression: The ground truth logical form, where we derive the ground truth actions from
  • answer: The list of answer entities
  • question: The input question
  • actions: The ground truth sequence of actions, derived from the s-expression
  • entities: The topic entities mentioned in the question
  • source: The source of the question (e.g., GrailQA)

Citation

If our paper or related resources prove valuable to your research, we kindly ask for citation. Please feel free to contact us with any inquiries.

@article{Gu2024Middleware,
  author    = {Yu Gu, Yiheng Shu, Hao Yu, Xiao Liu, Yuxiao Dong, Jie Tang, Jayanth Srinivasa, Hugo Latapie, Yu Su},
  title     = {Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments},
  journal   = {arXiv preprint arXiv: 2402.14672},
  year      = {2024}
}

Please also cite original sources of KBQA-Agent:

GrailQA:

@inproceedings{grailqa,
  author    = {Yu Gu, Sue Kase, Michelle Vanni, Brian M. Sadler, Percy Liang, Xifeng Yan, Yu Su},
  title     = {Beyond {I.I.D.:} Three Levels of Generalization for Question Answering on Knowledge Bases},
  booktitle = {WWW '21: The Web Conference 2021, Virtual Event / Ljubljana, Slovenia, April 19-23, 2021},
  year      = {2021}
}

ComplexWebQ:

@inproceedings{cwq,
  author    = {Alon Talmor, Jonathan Berant},
  title     = {The Web as a Knowledge-Base for Answering Complex Questions},
  booktitle = {Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2018, New Orleans, Louisiana, USA, June 1-6, 2018, Volume 1 (Long Papers)},
  year      = {2018}
}

GraphQuestions:

@inproceedings{graphq,
  author    = {Yu Su, Huan Sun, Brian M. Sadler, Mudhakar Srivatsa, Izzeddin Gur, Zenghui Yan, Xifeng Yan},
  title     = {On Generating Characteristic-rich Question Sets for QA Evaluation},
  booktitle = {Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, EMNLP 2016, Austin, Texas, USA, November 1-4, 2016},
  year      = {2016}
}
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