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title
Natural Language Reasoning and Structured Explanations Workshop
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Natural Language Reasoning and Structured Explanations Workshop ---
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Natural Language Reasoning and Structured Explanations Workshop
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2026-02-21 03:52:15
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Natural Language Reasoning and Structured Explanations Workshop Speakers Call for Papers Submission Guidelines Important Dates Organizers Natural Language Reasoning and Structured Explanations Workshop August @ ACL 2024. Bangkok, Thailand. With recent scaling of large pre-trained Transformer language models (LLMs), the scope of feasible NLP tasks has broadened. Significant recent work has focused on tasks that require some kind of natural language reasoning. A trajectory in question answering has led us from extraction-oriented datasets like SQuAD to “multi-hop” reasoning datasets like HotpotQA and StrategyQA. Although LLMs have shown remarkable performance on most NLP tasks, it is often unclear why their answers follow from what they know. To address this gap, a new class of explanation techniques has emerged which play an integral part in structuring the reasoning necessary to solve these datasets. For example, the chain-of-thought paradigm leverages explan...
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