AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models
Paper • 2304.06364 • Published • 3
query stringlengths 2.96k 4.83k | choices sequence | gold sequence |
|---|---|---|
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)Some legal scholars defend a morally questionable view that defense lawyers' sole obligation to their clients is to provide the best defense, while it is the court's job to determine guilt or innocence.",
"(B)Defense lawyers should put aside personal judgments about their clients' guilt when determining how b... | [
3
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)confident that it enables defense lawyers to balance their competing responsibilities to the court and to society",
"(B)certain that it prevents defense lawyers from representing clients whom they know to be guilty",
"(C)satisfied that it helps defense lawyers to uncover the relevant facts of a case",
"(D... | [
4
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)In keeping with this role, defense lawyers should base their cases upon the foundations of honesty, substantive accuracy and selectivity.",
"(B)Therefore, the practice of law remains morally dubious, in that misrepresentation may achieve acquittal for an attorney's client.",
"(C)Consequently, the defendant'... | [
0
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)a source of legal information that can help a jury to reach decisions that are fair and equitable",
"(B)a thorough investigator of all relevant evidence",
"(C)a diligent representative of the client's position",
"(D)a facilitator and expediter of the cause of justice",
"(E)an energetic advocate of the c... | [
2
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)no significant relationship because they represent two unrelated factual statements",
"(B)the author's opinion opposing another opinion reported by the author in the earlier lines",
"(C)a hypothetical situation supporting a statement reported by the author in the earlier lines",
"(D)agreement in general w... | [
1
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)should sincerely believe that the client may be innocent",
"(B)would be right to do so even if the attorney knows that the client is actually guilty",
"(C)is assuming that role of mouthpiece for the client",
"(D)has favored the obligation to the client over that to society",
"(E)has typically not resear... | [
0
] |
Is it necessary for defense lawyers to believe that the clients they defend are innocent of the charges against them? Some legal scholars hold that lawyers' sole obligation is to provide the best defense they are capable of, claiming that in democratic societies all people accused of crimes are entitled to the best pos... | [
"(A)show that ethical dilemmas in the legal profession can complicate the defense lawyer's role",
"(B)argue that the defense lawyer's duty to the court and society complements effective legal representation for the client",
"(C)explain why the actual guilt or innocence of a defendant is not an important issue t... | [
1
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)Proponents of two proposals for promoting multicultural understanding disagree about both the goal of multicultural education and the means for achieving this goal.",
"(B)Proponents of two proposals for promoting multicultural understanding claim that education should be founded upon an epistemological system... | [
4
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)The social and historical circumstances that give rise to a culture's values cannot be understood by members of a culture with different values.",
"(B)The historical and social circumstances of a culture can play an important role in the development of that culture's values.",
"(C)It is impossible for one c... | [
1
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)Difficulties in achieving a goal are contrasted with the benefits of obtaining that goal.",
"(B)A goal is argued to be unrealizable by raising objections to the means proposed to achieve it.",
"(C)Two means for achieving a goal are presented along with an objection to each.",
"(D)Difficulties in achieving... | [
2
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)relies on the least amount of speculation about non-Western cultures",
"(B)calls for the least amount of change in the educational system",
"(C)involves the least amount of Eurocentric cultural chauvinism",
"(D)is the least distorting since it employs several cultural perspectives",
"(E)deviates least f... | [
1
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)a study of the differences between the moral codes of several Western and non-Western societies",
"(B)a study of a given culture's literature to determine the kinds of personal characteristics the culture admires",
"(C)a study that employs the methods of Western science to investigate a nonscientific cultur... | [
3
] |
Many educators in Canada and the United States advocate multicultural education as a means of achieving multicultural understanding. There are, however, a variety of proposals as to what multicultural education should consist of. The most modest of these proposals holds that schools and colleges should promote multicul... | [
"(A)It is impossible to adopt the perspectives and methods of a culture unless one is a member of that culture.",
"(B)Many non-Western societies have value systems that are very similar to one another.",
"(C)Some non-Western societies use their own value system when studying cultures that have different values.... | [
0
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)Scholars have tended to overlook the nuances of concepts about identity that existed in some of the early Native American cultures.",
"(B)As demonstrated by early Native Americans, autobiography can exist in a variety of media other than written documents.",
"(C)The Native American life histories collected ... | [
3
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)\"failed to address\" (line 9)",
"(B)\"highly diverse\" (line 10)",
"(C)\"markedly inclusive\" (line 16)",
"(D)\"seemingly more fragmented\" (line 24)",
"(E)\"alien to the European style\" (line 51)"
] | [
0
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)written by a member of one culture but based on the artifacts and oral traditions of another culture",
"(B)written by two people, each of whom belongs to a different culture but contributes in the same way to the finished product",
"(C)compiled from the writings of people who come from different cultures an... | [
4
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)to refute traditional interpretations of certain artifacts",
"(B)to present evidence that undermines a theory",
"(C)to provide examples that support an argument",
"(D)to contrast several different modes of expression",
"(E)to enumerate specific instances in which a phenomenon recurred"
] | [
2
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)identify concepts about which Europeans and Native Americans had contrasting ideas",
"(B)define a word that had a different meaning for early Native Americans than it has for contemporary Native Americans",
"(C)illustrate how words can undergo a change in meaning after their introduction into the language",... | [
0
] |
In studying the autobiographies of Native Americans, most scholars have focused on as-told-to life histories that were solicited, translated, recorded, and edited by non-Native American collaborators—that emerged from "bicultural composite authorship." Limiting their studies to such written documents, these scholars ha... | [
"(A)A person who is born into one tribe but is brought up by members of another tribe retains a name given at birth.",
"(B)A pictograph that represents a specific person incorporates the symbol for a constellation.",
"(C)A similar ritual for assuming a new name is used in diverse communities.",
"(D)A name giv... | [
1
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)Because of their assumption that alcohol is the only active ingredient in wine, beer, and distilled spirits, scientists have previously studied these beverages in ways that obscure their healthful effects.",
"(B)A new study of moderate wine consumption calls into question the belief that premature heart disea... | [
4
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)demonstrate that discoveries in the realm of science often bear out popular beliefs",
"(B)provide evidence for the theory that moderate wine consumption ameliorates factors that contribute to premature heart disease",
"(C)argue that traditional beliefs are no less important than scientific evidence when inv... | [
3
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)an increase in the degree to which platelets cause blood to clot",
"(B)an increase in the body's ability to remove lipids from the bloodstream",
"(C)an increase in the amount of time it takes alcohol to be absorbed into the bloodstream",
"(D)increased activity of a natural compound that reduces blood clot... | [
0
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)Subjects who consumed large amount of grape juice exhibited decreased thickness of the innermost walls of their blood vessels.",
"(B)Subjects who were habitual drinkers of wine and subjects who were habitual drinkers of beer exhibited similar lipid levels in their bloodstreams.",
"(C)Subjects who drank grap... | [
0
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)Scientists should not attempt to study the possible healthful effects of moderate consumption of beer and distilled spirits.",
"(B)The conclusion that alcohol affects lipid processing should be questioned in light of studies of moderate wine consumption.",
"(C)Moderate consumption of wine made from plums or... | [
2
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)highly enthusiastic",
"(B)tacitly approving",
"(C)grudgingly accepting",
"(D)overtly critical",
"(E)clearly outraged"
] | [
3
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)advocating a particular method of treatment",
"(B)criticizing popular opinion",
"(C)correcting a scientific misconception",
"(D)questioning the relevance of newly discovered evidence",
"(E)countering a revolutionary hypothesis"
] | [
2
] |
Most scientists who study the physiological effects of alcoholic beverages have assumed that wine, like beer or distilled spirits, is a drink whose only active ingredient is alcohol. Because of this assumption, these scientists have rarely investigated the effects of wine as distinct from other forms of alcoholic bever... | [
"(A)Greater platelet adhesiveness increases the risk of premature heart disease.",
"(B)The body's ability to process lipids is compromised by the presence of alcohol in the bloodstream.",
"(C)Doctors have access to a natural compound that breaks down blood clots.",
"(D)High lipid levels are dangerous because ... | [
3
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)In his role as a lawyer for the NAACP, Marshall developed a number of strategies for litigation which, while often controversial, proved to be highly successful in arguing against certain discriminatory laws.",
"(B)The litigation strategies that Marshall devised in pursuit of the NAACP's civil rights goals du... | [
1
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)It disputes a claim that has often been accepted and summarizes Marshall's achievements.",
"(B)It establishes the passage's main topic and indicates the controversial nature of Marshall's ideologies.",
"(C)It introduces two aspects of Marshall's career and outlines the historical significance of both.",
"... | [
3
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)a decision to pursue a pollution case based on its potential legal implications for a large class of related cases; and testimony by a noted medical authority whose data support the claim that the pollution in question causes widespread medical problems",
"(B)acceptance of a pollution case based on the practi... | [
0
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)arbitrary",
"(B)inflexible",
"(C)unprecedented",
"(D)necessary",
"(E)subjective"
] | [
2
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)The ideological motivations for Marshall's work with the NAACP changed during his tenure on the U.S. Supreme Court.",
"(B)Marshall declined to pursue some cases that were in keeping with the NAACP's goals but whose plaintiffs' likely impression on the public he deemed to be unfavorable.",
"(C)Marshall's tac... | [
1
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)In light of a reconsideration of Marshall's career, it seems that commentary has undervalued both his innovations in litigation strategy and his accomplishments on the U.S. Supreme Court.",
"(B)The most controversial of Marshall's methods was, somewhat paradoxically, the most unequivocally successful part of ... | [
4
] |
Most of what has been written about Thurgood Marshall, a former United States Supreme Court justice who served from 1967 to 1991, has just focused on his judicial record and on the ideological content of his earlier achievements as a lawyer pursuing civil rights issues in the courts. But when Marshall's career is viewe... | [
"(A)the ideology Marshall used to support his goals",
"(B)recent public interest campaigns",
"(C)the use of Marshall's techniques by politically conservative lawyers",
"(D)the use of psychological statistics in court cases",
"(E)the set of criteria for selecting public interest litigants"
] | [
3
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)Lichtenstein's use of comic book elements in his paintings, considered simply a parodic reaction to the high-mindedness of later abstract expressionism, is also an attempt to re-create the emotionally powerful work of earlier abstract expressionists.",
"(B)Lichtenstein's use of comic book elements is not sole... | [
1
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)enthusiasm for its more rebellious aspects",
"(B)respect for its successful parody of youth and innocence",
"(C)pleasure in its blatant rejection of abstract expressionism",
"(D)admiration for its subtle critique of contemporary culture",
"(E)appreciation for its ability to incorporate both realism and ... | [
4
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)show that the paintings depict aspects of contemporary life",
"(B)support the claim that Lichtenstein's work was parodic in intent",
"(C)contrast Lichtenstein's approach to art with that of abstract expressionism",
"(D)suggest the emotions that lie at the heart of Lichtenstein's work",
"(E)endorse Licht... | [
0
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)a painting that uses realistic techniques to represent several simple objects arranged on a table",
"(B)a painting that parodies human figures by depicting them as stick figures",
"(C)a painting that conveys its creator's inner turmoil through the use of bold lines and primary colors",
"(D)a painting that... | [
4
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)Lichtenstein frequently attended exhibitions by abstract expressionist painters in the 1960s.",
"(B)Lichtenstein praised a contemporary abstract expressionist in the 1960s for producing an atypically emotional painting.",
"(C)Lichtenstein praised an early abstract expressionist for producing emotional paint... | [
3
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)express curiosity about an artist's work",
"(B)clarify the motivation behind an artist's work",
"(C)contrast two opposing theories about an artist's work",
"(D)describe the evolution of an artist's work",
"(E)refute a previous overestimation of an artist's work"
] | [
1
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)It was directed less against abstract expressionism exclusively than against overly sophisticated art.",
"(B)It was directed less against later abstract expressionism than against commercial art.",
"(C)It was directed less against later abstract expressionism exclusively than against abstract expressionism ... | [
0
] |
The painter Roy Lichtenstein helped to define pop art—the movement that incorporated commonplace objects and commercial-art techniques into paintings— by paraphrasing the style of comic books in his work. His merger of a popular genre with the forms and intentions of fine art generated a complex result: while poking fu... | [
"(A)Over time, it moved from abstraction to realism.",
"(B)Over time, it moved from intensity to lyricism.",
"(C)Over time, it moved from intellectualism to emotionalism.",
"(D)Over time, it moved from obscurity to clarity.",
"(E)Over time, it moved from density to sparseness."
] | [
1
] |
Because the market system enables entrepreneurs and investors who develop new technology to reap financial rewards from their risk of capital, it may seem that the primary result of this activity is that some people who have spare capital accumulate more. But in spite of the fact that the profits derived from various t... | [
"(A)burgeoning scientific research",
"(B)educational uses of broadcasting",
"(C)widespread exchange of political ideas",
"(D)faster means of travel",
"(E)increased access to databases"
] | [
4
] |
Because the market system enables entrepreneurs and investors who develop new technology to reap financial rewards from their risk of capital, it may seem that the primary result of this activity is that some people who have spare capital accumulate more. But in spite of the fact that the profits derived from various t... | [
"(A)distribution of tangible and intangible goods",
"(B)opportunity to create new technology",
"(C)accumulation of financial assets in investments",
"(D)participation in the regulation of society through either public or private institutions",
"(E)generally acknowledged social status in a community"
] | [
0
] |
Because the market system enables entrepreneurs and investors who develop new technology to reap financial rewards from their risk of capital, it may seem that the primary result of this activity is that some people who have spare capital accumulate more. But in spite of the fact that the profits derived from various t... | [
"(A)It forms part of the author's summary of the benefits that have resulted from the technological developments described in the preceding paragraph.",
"(B)It serves as the author's logical conclusion from data presented in the preceding paragraph regarding the social consequences of technological development.",... | [
3
] |
Because the market system enables entrepreneurs and investors who develop new technology to reap financial rewards from their risk of capital, it may seem that the primary result of this activity is that some people who have spare capital accumulate more. But in spite of the fact that the profits derived from various t... | [
"(A)The profits derived from computer technology have accrued to fewer people than have the profits derived from any other technological development.",
"(B)Often the desire of some people for profits motivates changes that are beneficial for large numbers of other people.",
"(C)National boundaries are rarely ba... | [
1
] |
Dataset taken from https://github.com/microsoft/AGIEval and processed as in that repo, following dmayhem93/agieval-* datasets on the HF hub.
This dataset contains the contents of the LSAT reading comprehension subtask of AGIEval, as accessed in https://github.com/ruixiangcui/AGIEval/commit/5c77d073fda993f1652eaae3cf5d04cc5fd21d40 .
Citation:
@misc{zhong2023agieval,
title={AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models},
author={Wanjun Zhong and Ruixiang Cui and Yiduo Guo and Yaobo Liang and Shuai Lu and Yanlin Wang and Amin Saied and Weizhu Chen and Nan Duan},
year={2023},
eprint={2304.06364},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
Please make sure to cite all the individual datasets in your paper when you use them. We provide the relevant citation information below:
@inproceedings{ling-etal-2017-program,
title = "Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems",
author = "Ling, Wang and
Yogatama, Dani and
Dyer, Chris and
Blunsom, Phil",
booktitle = "Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
month = jul,
year = "2017",
address = "Vancouver, Canada",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/P17-1015",
doi = "10.18653/v1/P17-1015",
pages = "158--167",
abstract = "Solving algebraic word problems requires executing a series of arithmetic operations{---}a program{---}to obtain a final answer. However, since programs can be arbitrarily complicated, inducing them directly from question-answer pairs is a formidable challenge. To make this task more feasible, we solve these problems by generating answer rationales, sequences of natural language and human-readable mathematical expressions that derive the final answer through a series of small steps. Although rationales do not explicitly specify programs, they provide a scaffolding for their structure via intermediate milestones. To evaluate our approach, we have created a new 100,000-sample dataset of questions, answers and rationales. Experimental results show that indirect supervision of program learning via answer rationales is a promising strategy for inducing arithmetic programs.",
}
@inproceedings{hendrycksmath2021,
title={Measuring Mathematical Problem Solving With the MATH Dataset},
author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt},
journal={NeurIPS},
year={2021}
}
@inproceedings{Liu2020LogiQAAC,
title={LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning},
author={Jian Liu and Leyang Cui and Hanmeng Liu and Dandan Huang and Yile Wang and Yue Zhang},
booktitle={International Joint Conference on Artificial Intelligence},
year={2020}
}
@inproceedings{zhong2019jec,
title={JEC-QA: A Legal-Domain Question Answering Dataset},
author={Zhong, Haoxi and Xiao, Chaojun and Tu, Cunchao and Zhang, Tianyang and Liu, Zhiyuan and Sun, Maosong},
booktitle={Proceedings of AAAI},
year={2020},
}
@article{Wang2021FromLT,
title={From LSAT: The Progress and Challenges of Complex Reasoning},
author={Siyuan Wang and Zhongkun Liu and Wanjun Zhong and Ming Zhou and Zhongyu Wei and Zhumin Chen and Nan Duan},
journal={IEEE/ACM Transactions on Audio, Speech, and Language Processing},
year={2021},
volume={30},
pages={2201-2216}
}