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Papers
Benchmarking Fine-Grained Error Detection in Multimodal Reasoning
ACL 2026
Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It
EACL 2026
MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation
ACL 2026
OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models
ACL 2026
Reasoning Gets Harder for LLMs Inside A Dialogue
ACL 2026
RiddleBench: A New Generative Reasoning Benchmark for LLMs
EACL 2026
Temporal Sampling for Forgotten Reasoning in LLMs
ACL 2026
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generation
CVPR 2026
When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought
CVPR 2026
Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks
EMNLP 2025
AutoMixer: Checkpoint Artifacts as Automatic Data Mixers
ACL 2025
BIG-Bench Extra Hard
ACL 2025
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?
ACL 2025
CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenge
ACL 2025
Code Execution as Grounded Supervision for LLM Reasoning
EMNLP 2025
Concise and Organized Perception Facilitates Reasoning in Large Language Models
NAACL 2025
Demystifying Multilingual Reasoning in Process Reward Modeling
EMNLP 2025
Evaluating LLMs with Multiple Problems at once
ACL 2025
KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks
ICLR 2025
LOFT: Scalable and More Realistic Long-Context Evaluation
NAACL 2025
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset
ACL 2025
Mind Your Theory: Theory of Mind Goes Deeper Than Reasoning
ACL 2025
MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI
ICCV 2025
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification
ACL 2025
On Memorization of Large Language Models in Logical Reasoning
IJCNLP 2025