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Reasoning

2595 directly classified papers

Papers per year

Papers

Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions EMNLP 2025
ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection EMNLP 2025
seqBench: A Tunable Benchmark to Quantify Sequential Reasoning Limits of LLMs EMNLP 2025
Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025
FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks EMNLP 2025
Quantifying Logical Consistency in Transformers via Query-Key Alignment EMNLP 2025
MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
Z1: Efficient Test-time Scaling with Code EMNLP 2025
R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models EMNLP 2025
TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering EMNLP 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025
SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025
Structured Moral Reasoning in Language Models: A Value-Grounded Evaluation Framework EMNLP 2025
Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025
ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025
All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025
MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning EMNLP 2025
Mapping the Minds of LLMs: A Graph-Based Analysis of Reasoning LLMs EMNLP 2025
MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025
On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025
RaDeR: Reasoning-aware Dense Retrieval Models EMNLP 2025
Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025