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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 1–50 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
C^2LEVA: Toward Comprehensive and Contamination-Free Language Model EvaluationCode2
AgentSims: An Open-Source Sandbox for Large Language Model EvaluationCode2
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill SetsCode2
BigBIO: A Framework for Data-Centric Biomedical Natural Language ProcessingCode2
Role-Playing Evaluation for Large Language ModelsCode1
M-ABSA: A Multilingual Dataset for Aspect-Based Sentiment AnalysisCode1
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
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNACode1
Salmon: A Suite for Acoustic Language Model EvaluationCode1
ArabicMMLU: Assessing Massive Multitask Language Understanding in ArabicCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test ConstructionCode1
Catwalk: A Unified Language Model Evaluation Framework for Many DatasetsCode1
Estimating Contamination via Perplexity: Quantifying Memorisation in Language Model EvaluationCode1
SciEval: A Multi-Level Large Language Model Evaluation Benchmark for Scientific ResearchCode1
C-STS: Conditional Semantic Textual SimilarityCode1
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract MeaningCode1
Enterprise Large Language Model Evaluation Benchmark—0
Finance Language Model Evaluation (FLaME)—0
BehaviorBox: Automated Discovery of Fine-Grained Performance Differences Between Language Models—0
FABLE: A Novel Data-Flow Analysis Benchmark on Procedural Text for Large Language Model EvaluationCode0
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation—0
Confidence in Large Language Model Evaluation: A Bayesian Approach to Limited-Sample Challenges—0
CoCo-Bench: A Comprehensive Code Benchmark For Multi-task Large Language Model Evaluation—0
UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation—0
MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—0
Environmental large language model Evaluation (ELLE) dataset: A Benchmark for Evaluating Generative AI applications in Eco-environment DomainCode0
Setting Standards in Turkish NLP: TR-MMLU for Large Language Model Evaluation—0
LMUnit: Fine-grained Evaluation with Natural Language Unit Tests—0
Benchmarking Harmonized Tariff Schedule Classification Models—0
Large Language Model Evaluation via Matrix Nuclear-NormCode0
Enterprise Benchmarks for Large Language Model EvaluationCode0
ViDAS: Vision-based Danger Assessment and Scoring—0
Mitigating the Bias of Large Language Model EvaluationCode0
Beyond Metrics: A Critical Analysis of the Variability in Large Language Model Evaluation Frameworks—0
On Speeding Up Language Model Evaluation—0
Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model EvaluationCode0
Stratified Prediction-Powered Inference for Hybrid Language Model Evaluation—0
DnA-Eval: Enhancing Large Language Model Evaluation through Decomposition and Aggregation—0
iREPO: implicit Reward Pairwise Difference based Empirical Preference Optimization—0
Lessons from the Trenches on Reproducible Evaluation of Language Models—0
Fennec: Fine-grained Language Model Evaluation and Correction Extended through Branching and BridgingCode0
Generalization Measures for Zero-Shot Cross-Lingual Transfer—0
Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language ModelsCode0
Towards Personalized Evaluation of Large Language Models with An Anonymous Crowd-Sourcing PlatformCode0
Rethinking Generative Large Language Model Evaluation for Semantic Comprehension—0
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