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Language Model Evaluation

The task of using LLMs as evaluators of large language and vision language models.

Papers

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Showing 1–25 of 69 papers

TitleStatusHype
Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for CodeCode4
Evalverse: Unified and Accessible Library for Large Language Model EvaluationCode3
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill SetsCode2
BigBIO: A Framework for Data-Centric Biomedical Natural Language ProcessingCode2
C^2LEVA: Toward Comprehensive and Contamination-Free Language Model EvaluationCode2
AgentSims: An Open-Source Sandbox for Large Language Model EvaluationCode2
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model EvaluationCode1
Template Matters: Understanding the Role of Instruction Templates in Multimodal Language Model Evaluation and TrainingCode1
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract MeaningCode1
SciEval: A Multi-Level Large Language Model Evaluation Benchmark for Scientific ResearchCode1
C-STS: Conditional Semantic Textual SimilarityCode1
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNACode1
M-ABSA: A Multilingual Dataset for Aspect-Based Sentiment AnalysisCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
Catwalk: A Unified Language Model Evaluation Framework for Many DatasetsCode1
LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test ConstructionCode1
ArabicMMLU: Assessing Massive Multitask Language Understanding in ArabicCode1
Estimating Contamination via Perplexity: Quantifying Memorisation in Language Model EvaluationCode1
Salmon: A Suite for Acoustic Language Model EvaluationCode1
Role-Playing Evaluation for Large Language ModelsCode1
Mitigating the Bias of Large Language Model EvaluationCode0
Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language ModelsCode0
Fennec: Fine-grained Language Model Evaluation and Correction Extended through Branching and BridgingCode0
Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model EvaluationCode0
FABLE: A Novel Data-Flow Analysis Benchmark on Procedural Text for Large Language Model EvaluationCode0
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