conftrace_

model comparison

51 papers

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benchmark evaluation (1556) large language model (13587) language model (4599) language model evaluation (227) model evaluation (445) evaluation methodology (109) prompt engineering (1135) text classification (6793) bayesian inference (1907) transfer learning (5449)

Papers

LLM BiasScope: A Real-Time Bias Analysis Platform for Comparative LLM Evaluation EACL 2026
In Benchmarks We Trust ... Or Not? EMNLP 2025
Flaw or Artifact? Rethinking Prompt Sensitivity in Evaluating LLMs EMNLP 2025
Explaining Differences Between Model Pairs in Natural Language through Sample Learning EMNLP 2025
Mapping 1,000+ Language Models via the Log-Likelihood Vector ACL 2025
OLMES: A Standard for Language Model Evaluations NAACL 2025
BehaviorBox: Automated Discovery of Fine-Grained Performance Differences Between Language Models ACL 2025
What’s the Difference? Supporting Users in Identifying the Effects of Prompt and Model Changes Through Token Patterns ACL 2025
PuerAI at SemEval-2025 Task 9: Research on Food Safety Data Classification Using ModernBERT SEMEVAL 2025
Instance-level Randomization: Toward More Stable LLM Evaluations EMNLP 2025
Multi-centric Comparison of Deep Learning Models for Lesion Detection in Breast MRI MIDL 2025
Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet ACL 2025
A Comparative Analysis of Ethical and Safety Gaps in LLMs using Relative Danger Coefficient NAACL 2025
Less Can be More: An Empirical Evaluation of Small and Large Language Models for Sentence-level Claim Detection ACL 2025
Language Models can Categorize System Inputs for Performance Analysis NAACL 2025
Arena-lite: Efficient and Reliable Large Language Model Evaluation via Tournament-Based Direct Comparisons EMNLP 2025
Perturbed examples reveal invariances shared by language models ACL 2024
GPT-Fathom: Benchmarking Large Language Models to Decipher the Evolutionary Path towards GPT-4 and Beyond NAACL 2024
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark CVPR 2024
RepMatch: Quantifying Cross-Instance Similarities in Representation Space EMNLP 2024
ConStat: Performance-Based Contamination Detection in Large Language Models NIPS 2024
The Devil is in the Details: On the Pitfalls of Event Extraction Evaluation ACL 2023
A Confederacy of Models: a Comprehensive Evaluation of LLMs on Creative Writing EMNLP 2023
ModelDiff: A Framework for Comparing Learning Algorithms ICML 2023
We Need to Talk About Reproducibility in NLP Model Comparison EMNLP 2023