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20182026
most citedLearn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

215 citations · 382 across the 20 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

cs.LG2022

OpenD: A Benchmark for Language-Driven Door and Drawer Opening

Yizhou Zhao, Qiaozi Gao, Liang Qiu +2

We introduce OPEND, a benchmark for learning how to use a hand to open cabinet doors or drawers in a photo-realistic and physics-reliable simulation environment driven by language…

cs.AI2022★ 7 cited

A Survey of Deep Learning for Mathematical Reasoning

Pan Lu, Liang Qiu, Wenhao Yu +2

Mathematical reasoning is a fundamental aspect of human intelligence and is applicable in various fields, including science, engineering, finance, and everyday life. The developmen…

cs.CL2022★ 215 cited

Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

Pan Lu, Swaroop Mishra, Tony Xia +6

When answering a question, humans utilize the information available across different modalities to synthesize a consistent and complete chain of thought (CoT). This process is norm…

cs.LG2022★ 41 cited

Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning

Pan Lu, Liang Qiu, Kai-Wei Chang +5

Mathematical reasoning, a core ability of human intelligence, presents unique challenges for machines in abstract thinking and logical reasoning. Recent large pre-trained language…

cs.CL2022★ 5 cited

Structure Extraction in Task-Oriented Dialogues with Slot Clustering

Liang Qiu, Chien-Sheng Wu, Wenhao Liu +1

Extracting structure information from dialogue data can help us better understand user and system behaviors. In task-oriented dialogues, dialogue structure has often been considere…

cs.GR2022

Triangular Character Animation Sampling with Motion, Emotion, and Relation

Yizhou Zhao, Liang Qiu, Wensi Ai +2

Dramatic progress has been made in animating individual characters. However, we still lack automatic control over activities between characters, especially those involving interact…