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Papers
Your Reasoning Model Knows What Counts: Self-Guided Chain-of-Thought Pruning for Efficient Reasoning
ACL 2026
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time
EMNLP 2025
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos
ACL 2025
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning
EMNLP 2025
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging
ACL 2025
MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation
EMNLP 2025
MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning
EMNLP 2025
OpenHuEval: Evaluating Large Language Model on Hungarian Specifics
ACL 2025
Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports
ACL 2025
Reasoning Models Reason Well, Until They Don’t
IJCNLP 2025
R-TOFU: Unlearning in Large Reasoning Models
EMNLP 2025
SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning
EMNLP 2025
Safety in Large Reasoning Models: A Survey
EMNLP 2025
Search-o1: Agentic Search-Enhanced Large Reasoning Models
EMNLP 2025
START: Self-taught Reasoner with Tools
EMNLP 2025
S*: Test Time Scaling for Code Generation
EMNLP 2025
Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework
EMNLP 2025
TASER: Translation Assessment via Systematic Evaluation and Reasoning
EMNLP 2025
Teach Small Models to Reason by Curriculum Distillation
EMNLP 2025
The Hidden Risks of Large Reasoning Models: A Safety Assessment of R1
IJCNLP 2025
Thinking Out Loud: Do Reasoning Models Know When They’re Right?
EMNLP 2025
ThinkSwitcher: When to Think Hard, When to Think Fast
EMNLP 2025
TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games
EMNLP 2025
Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld’s Episode Theory
EMNLP 2025
When Models Reason in Your Language: Controlling Thinking Language Comes at the Cost of Accuracy
EMNLP 2025