Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering [PDF]
Neural Information Processing Systems, 2022 When answering a question, humans utilize the information available across different modalities to synthesize a consistent and complete chain of thought (CoT).
Pan Lu +8 more
semanticscholar +1 more source
MMMU: A Massive Multi-Discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI [PDF]
Computer Vision and Pattern Recognition, 2023 We introduce MMMU: a new benchmark designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning.
Xiang Yue +21 more
semanticscholar +1 more source
Improving Factuality and Reasoning in Language Models through Multiagent Debate [PDF]
International Conference on Machine Learning, 2023 Large language models (LLMs) have demonstrated remarkable capabilities in language generation, understanding, and few-shot learning in recent years. An extensive body of work has explored how their performance may be further improved through the tools of
Yilun Du +4 more
semanticscholar +1 more source
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity [PDF]
International Joint Conference on Natural Language Processing, 2023 This paper proposes a framework for quantitatively evaluating interactive LLMs such as ChatGPT using publicly available data sets. We carry out an extensive technical evaluation of ChatGPT using 23 data sets covering 8 different common NLP application ...
Yejin Bang +12 more
semanticscholar +1 more source
Automated argument adjudication to solve ethical problems in multi-agent environments
Paladyn, 2021 Suppose an artificial agent aadj{a}_{\text{adj}}, as time unfolds, (i) receives from multiple artificial agents (which may, in turn, themselves have received from yet other such agents…) propositional content, and (ii) must solve an ethical problem on ...
Bringsjord Selmer +2 more
doaj +1 more source
Entanglement—A Higher Order Symmetry
Physical Sciences Forum, 2023 Can we accurately model the spin state of a quantum particle? If so, we should be able to make identical copies of such a state and also obtain its mirror image.
Paul O’Hara
doaj +1 more source
On Quantified Modal Theorem Proving for Modeling Ethics [PDF]
Electronic Proceedings in Theoretical Computer Science, 2019 In the last decade, formal logics have been used to model a wide range of ethical theories and principles with the goal of using these models within autonomous systems.
Naveen Sundar Govindarajulu +2 more
doaj +1 more source
Utterer Meaning, Misunderstanding, and Cultural Knowledge
Languages, 2022 All versions of Grice’s theory of utterer meaning couch success in terms of stressing the hearer’s ability to recognize what is intended. This ties naturally to the cooperative principle and the maxims of conversation.
Christopher W. Tindale
doaj +1 more source
FiLM: Visual Reasoning with a General Conditioning Layer [PDF]
AAAI Conference on Artificial Intelligence, 2017 We introduce a general-purpose conditioning method for neural networks called FiLM: Feature-wise Linear Modulation. FiLM layers influence neural network computation via a simple, feature-wise affine transformation based on conditioning information ...
Ethan Perez +4 more
semanticscholar +1 more source
PIQA: Reasoning about Physical Commonsense in Natural Language [PDF]
AAAI Conference on Artificial Intelligence, 2019 To apply eyeshadow without a brush, should I use a cotton swab or a toothpick? Questions requiring this kind of physical commonsense pose a challenge to today's natural language understanding systems.
Yonatan Bisk +4 more
semanticscholar +1 more source