Hongming Zhang
6 أوراق في مجموعة PaperMetrix
أوراق هذا المؤلف
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Analogous Process Structure Induction for Sub-event Sequence Prediction
2020 · arXiv (Cornell University)
Computational and cognitive studies of event understanding suggest that identifying, comprehending, and predicting events depend on having structured representations of a sequence of events and on conceptualizing (abstracting) its components into (soft) event categories. Thus, …
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METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation
2022 · Findings of the Association for Computational Linguistics: NAACL 2022
Knowing the reasoning chains from knowledge to the predicted answers can help construct an explainable question answering (QA) system. Advances on QA explanation propose to explain the answers with entailment trees composed of multiple entailment …
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AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph
2023 · arXiv (Cornell University)
Cognitive research indicates that abstraction ability is essential in human intelligence, which remains under-explored in language models. In this paper, we present AbsPyramid, a unified entailment graph of 221K textual descriptions of abstraction knowledge. While …
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AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation
2024 · arXiv (Cornell University)
Abstraction ability is crucial in human intelligence, which can also benefit various tasks in NLP study. Existing work shows that LLMs are deficient in abstract ability, and how to improve it remains unexplored. In this …
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DocBench: A Benchmark for Evaluating LLM-based Document Reading Systems
2025
Anni Zou, Wenhao Yu, Hongming Zhang, Kaixin Ma, Deng Cai, Zhuosheng Zhang, Hai Zhao, Dong Yu. Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing. 2025.
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Joint Constrained Learning for Event-Event Relation Extraction
2020
Understanding natural language involves recognizing how multiple event mentions structurally and temporally interact with each other. In this process, one can induce event complexes that organize multi-granular events with temporal order and membership relations interweaving …