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Methodology
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Artificial Intelligence
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Core AI
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Reasoning
2595 directly classified papers
Papers per year
2003: 2
2006: 2
2007: 6
2008: 4
2009: 4
2010: 7
2011: 7
2012: 10
2013: 17
2014: 18
2015: 14
2016: 9
2017: 42
2018: 62
2019: 121
2020: 131
2021: 187
2022: 280
2023: 299
2024: 537
2025: 832
2026: 4
Papers
CHECKWHY: Causal Fact Verification via Argument Structure
ACL 2024
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?
ACL 2024
TaPERA: Enhancing Faithfulness and Interpretability in Long-Form Table QA by Content Planning and Execution-based Reasoning
ACL 2024
What Do Language Models Learn in Context? The Structured Task Hypothesis.
ACL 2024
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs
ACL 2024
mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models
ACL 2024
Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning
ACL 2024
Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
ACL 2024
Benchmarking Chinese Commonsense Reasoning of LLMs: From Chinese-Specifics to Reasoning-Memorization Correlations
ACL 2024
Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use
ACL 2024
CLOMO: Counterfactual Logical Modification with Large Language Models
ACL 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes
ACL 2024
CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models
ACL 2024
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models
ACL 2024
Harnessing Toulmin’s theory for zero-shot argument explication
ACL 2024
Do Large Language Models Latently Perform Multi-Hop Reasoning?
ACL 2024
DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy
ACL 2024
Beyond Recognising Entailment: Formalising Natural Language Inference from an Argumentative Perspective
ACL 2024
Improving Large Language Models in Event Relation Logical Prediction
ACL 2024
Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning
ACL 2024
Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning
ACL 2024
Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models
ACL 2024
OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models
ACL 2024
Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals
ACL 2024
Think Twice: Perspective-Taking Improves Large Language Models’ Theory-of-Mind Capabilities
ACL 2024
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