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Papers
JudgeLM: Fine-tuned Large Language Models are Scalable Judges
ICLR 2025
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?
ACL 2025
Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges
ACL 2025
Large Language Models Often Say One Thing and Do Another
ICLR 2025
LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios
ACL 2025
LiveBench: A Challenging, Contamination-Limited LLM Benchmark
ICLR 2025
LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems
NAACL 2025
LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests
EMNLP 2025
Long-Form Information Alignment Evaluation Beyond Atomic Facts
EMNLP 2025
LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios
NAACL 2025
LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences
ACL 2025
M2RC-EVAL: Massively Multilingual Repository-level Code Completion Evaluation
ACL 2025
MaXIFE: Multilingual and Cross-lingual Instruction Following Evaluation
ACL 2025
MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance
ACL 2025
MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models
ACL 2025
MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing
EMNLP 2025
MedEthicEval: Evaluating Large Language Models Based on Chinese Medical Ethics
NAACL 2025
MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark
ACL 2025
MQuAKE-Remastered: Multi-Hop Knowledge Editing Can Only Be Advanced with Reliable Evaluations
ICLR 2025
MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs
ACL 2025
MUSE: Machine Unlearning Six-Way Evaluation for Language Models
ICLR 2025
Navigating the Political Compass: Evaluating Multilingual LLMs across Languages and Nationalities
ACL 2025
ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models
CVPR 2025
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
CVPR 2025
PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications
EMNLP 2025