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Papers
Navigating the Modern Evaluation Landscape: Considerations in Benchmarks and Frameworks for Large Language Models (LLMs)
COLING 2024
Online GNN Evaluation Under Test-time Graph Distribution Shifts
ICLR 2024
On scalable oversight with weak LLMs judging strong LLMs
NeurIPS 2024
On the Relationship between Truth and Political Bias in Language Models
EMNLP 2024
OpenEval: Benchmarking Chinese LLMs across Capability, Alignment and Safety
ACL 2024
PaCoST: Paired Confidence Significance Testing for Benchmark Contamination Detection in Large Language Models
EMNLP 2024
PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations
NeurIPS 2024
Plot Twist: Multimodal Models Don’t Comprehend Simple Chart Details
EMNLP 2024
Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language Models
ACL 2024
Pre-Trained Language Models Represent Some Geographic Populations Better than Others
COLING 2024
Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement
ACL 2024
Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models
EMNLP 2024
Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation
ACL 2024
Quality Matters: Evaluating Synthetic Data for Tool-Using LLMs
EMNLP 2024
Quantifying Contamination in Evaluating Code Generation Capabilities of Language Models
ACL 2024
Questioning the Survey Responses of Large Language Models
NeurIPS 2024
Rethinking Evaluation Methods for Machine Unlearning
EMNLP 2024
Rethinking LLM Memorization through the Lens of Adversarial Compression
NeurIPS 2024
SedarEval: Automated Evaluation using Self-Adaptive Rubrics
EMNLP 2024
SEFLAG: Systematic Evaluation Framework for NLP Models and Datasets in Latin and Ancient Greek
EMNLP 2024
Self-Evaluation of Large Language Model based on Glass-box Features
EMNLP 2024
Self-Recognition in Language Models
EMNLP 2024
SeMaScore: A new evaluation metric for automatic speech recognition tasks
Interspeech 2024
Stress-Testing Capability Elicitation With Password-Locked Models
NeurIPS 2024
SynthEval: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists
EMNLP 2024