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Reasoning

71 directly classified papers

Papers per year

Papers

AutoPSV: Automated Process-Supervised Verifier NIPS 2024
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models ACL 2024
GraphReason: Enhancing Reasoning Capabilities of Large Language Models through A Graph-Based Verification Approach ACL 2024
Verifiable, Debuggable, and Repairable Commonsense Logical Reasoning via LLM-based Theory Resolution EMNLP 2024
Liar, Liar, Logical Mire: A Benchmark for Suppositional Reasoning in Large Language Models EMNLP 2024
Structure Guided Prompt: Instructing Large Language Model in Multi-Step Reasoning by Exploring Graph Structure of the Text EMNLP 2024
Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language Models EMNLP 2024
Prove Your Point!: Bringing Proof-Enhancement Principles to Argumentative Essay Generation EMNLP 2024
TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning EMNLP 2024
Narrative-of-Thought: Improving Temporal Reasoning of Large Language Models via Recounted Narratives EMNLP 2024
How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad NIPS 2024
FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving NIPS 2024
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data EMNLP 2023
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI AAAI 2023
IDOL: Indicator-oriented Logic Pre-training for Logical Reasoning ACL 2023
Limitations of Language Models in Arithmetic and Symbolic Induction ACL 2023
Self-Supervised Logic Induction for Explainable Fuzzy Temporal Commonsense Reasoning AAAI 2023
Knowledge-Bridged Causal Interaction Network for Causal Emotion Entailment AAAI 2023
Exposing Attention Glitches with Flip-Flop Language Modeling NIPS 2023
Revisiting Commonsense Reasoning in Machine Translation: Training, Evaluation and Challenge ACL 2023
PragmatiCQA: A Dataset for Pragmatic Question Answering in Conversations ACL 2023
Distilling Reasoning Capabilities into Smaller Language Models ACL 2023
TempTabQA: Temporal Question Answering for Semi-Structured Tables EMNLP 2023
Measuring and Narrowing the Compositionality Gap in Language Models EMNLP 2023
CReTIHC: Designing Causal Reasoning Tasks about Temporal Interventions and Hallucinated Confoundings EMNLP 2023