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Papers
Cards Against Contamination: TCG-Bench for Difficulty-Scalable Multilingual LLM Reasoning
EACL 2026
Evaluation of Deontic Conditional Reasoning in Large Language Models: The Case of Wason’s Selection Task
EACL 2026
J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization
ACL 2026
JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation
AAAI 2026
Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM
AAAI 2026
TRACE: A Framework for Analyzing and Enhancing Stepwise Reasoning in Vision-Language Models
EACL 2026
AraEval: An Arabic Multi-Task Evaluation Suite for Large Language Models
EMNLP 2025
ARC ‘Challenge’ Is Not That Challenging
ACL 2025
BIG-Bench Extra Hard
ACL 2025
Cascaded Information Disclosure for Generalized Evaluation of Problem Solving Capabilities
IJCNLP 2025
Conceptual Diagnostics for Knowledge Graphs and Large Language Models
ACL 2025
Don’t Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models
EMNLP 2025
Enhancing Graph Of Thought: Enhancing Prompts with LLM Rationales and Dynamic Temperature Control
ICLR 2025
Evaluating Mathematical Reasoning Beyond Accuracy
AAAI 2025
Evaluating Step-by-step Reasoning Traces: A Survey
EMNLP 2025
Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning
ACL 2025
Findings of the WMT25 Multilingual Instruction Shared Task: Persistent Hurdles in Reasoning, Generation, and Evaluation
EMNLP 2025
GameArena: Evaluating LLM Reasoning through Live Computer Games
ICLR 2025
GAMEBoT: Transparent Assessment of LLM Reasoning in Games
ACL 2025
HATS : Hindi Analogy Test Set for Evaluating Reasoning in Large Language Models
ACL 2025
Idola Tribus of AI: Large Language Models tend to perceive order where none exists
EMNLP 2025
InMind: Evaluating LLMs in Capturing and Applying Individual Human Reasoning Styles
EMNLP 2025
Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens
EMNLP 2025
MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation
NAACL 2025
Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events
ACL 2025