Same Input, Different Scores: A Multi Model Study on the Inconsistency of LLM Judge
Fuente:
arXiv
Enregistré dans:
| Auteur principal: | Lau, Fiona |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Same Meaning, Different Scores: Lexical and Syntactic Sensitivity in LLM Evaluation
par: Kostić, Bogdan, et autres
Publié: (2026)
par: Kostić, Bogdan, et autres
Publié: (2026)
Rating Roulette: Self-Inconsistency in LLM-As-A-Judge Frameworks
par: Haldar, Rajarshi, et autres
Publié: (2025)
par: Haldar, Rajarshi, et autres
Publié: (2025)
TrustJudge: Inconsistencies of LLM-as-a-Judge and How to Alleviate Them
par: Wang, Yidong, et autres
Publié: (2025)
par: Wang, Yidong, et autres
Publié: (2025)
LLM Judges Inconsistently Disagree Across Safety Criteria and Harm Categories
par: Vishnubhotla, Krishnapriya, et autres
Publié: (2026)
par: Vishnubhotla, Krishnapriya, et autres
Publié: (2026)
Evaluating Scoring Bias in LLM-as-a-Judge
par: Li, Qingquan, et autres
Publié: (2025)
par: Li, Qingquan, et autres
Publié: (2025)
Same Content, Different Representations: A Controlled Study for Table QA
par: Zhang, Yue, et autres
Publié: (2025)
par: Zhang, Yue, et autres
Publié: (2025)
Different Demographic Cues Yield Inconsistent Conclusions About LLM Personalization and Bias
par: Tonneau, Manuel, et autres
Publié: (2026)
par: Tonneau, Manuel, et autres
Publié: (2026)
Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering
par: Molfese, Francesco Maria, et autres
Publié: (2025)
par: Molfese, Francesco Maria, et autres
Publié: (2025)
Personalized LLM for Generating Customized Responses to the Same Query from Different Users
par: Zeng, Hang, et autres
Publié: (2024)
par: Zeng, Hang, et autres
Publié: (2024)
The Same But Different: Structural Similarities and Differences in Multilingual Language Modeling
par: Zhang, Ruochen, et autres
Publié: (2024)
par: Zhang, Ruochen, et autres
Publié: (2024)
Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge
par: Shi, Lin, et autres
Publié: (2024)
par: Shi, Lin, et autres
Publié: (2024)
AutoChecklist: Composable Pipelines for Checklist Generation and Scoring with LLM-as-a-Judge
par: Zhou, Karen, et autres
Publié: (2026)
par: Zhou, Karen, et autres
Publié: (2026)
RankJudge: A Multi-Turn LLM-as-a-Judge Synthetic Benchmark Generator
par: Tang, Zhenwei, et autres
Publié: (2026)
par: Tang, Zhenwei, et autres
Publié: (2026)
An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4
par: Huang, Hui, et autres
Publié: (2024)
par: Huang, Hui, et autres
Publié: (2024)
Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-Judge
par: Fujinuma, Yoshinari
Publié: (2025)
par: Fujinuma, Yoshinari
Publié: (2025)
Prompt-Reverse Inconsistency: LLM Self-Inconsistency Beyond Generative Randomness and Prompt Paraphrasing
par: Ahn, Jihyun Janice, et autres
Publié: (2025)
par: Ahn, Jihyun Janice, et autres
Publié: (2025)
Same Evidence, Different Answers: Canonical-Context On-Policy Distillation for Multi-Turn Language Models
par: Lin, Zizhuo, et autres
Publié: (2026)
par: Lin, Zizhuo, et autres
Publié: (2026)
Two Ways to De-Bias an LLM-as-a-Judge: A Continuous-Score Comparison of Hierarchical Bayesian Calibration and Neural-ODE Score Transport
par: Morandi, Andrea
Publié: (2026)
par: Morandi, Andrea
Publié: (2026)
Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models
par: Levy, Mosh, et autres
Publié: (2024)
par: Levy, Mosh, et autres
Publié: (2024)
Summarization Metrics for Spanish and Basque: Do Automatic Scores and LLM-Judges Correlate with Humans?
par: Barnes, Jeremy, et autres
Publié: (2025)
par: Barnes, Jeremy, et autres
Publié: (2025)
Evaluating LLM-Simulated Conversations in Modeling Inconsistent and Uncollaborative Behaviors in Human Social Interaction
par: Kamoi, Ryo, et autres
Publié: (2026)
par: Kamoi, Ryo, et autres
Publié: (2026)
Misleading through Inconsistency: A Benchmark for Political Inconsistencies Detection
par: Sagimbayeva, Nursulu, et autres
Publié: (2025)
par: Sagimbayeva, Nursulu, et autres
Publié: (2025)
From Rubrics to Reliable Scores: Evidence-Grounded Text Evaluation with LLM Judges
par: Hong, Yihan, et autres
Publié: (2026)
par: Hong, Yihan, et autres
Publié: (2026)
When LLM Judge Scores Look Good but Best-of-N Decisions Fail
par: Landesberg, Eddie
Publié: (2026)
par: Landesberg, Eddie
Publié: (2026)
FairJudge: An Adaptive, Debiased, and Consistent LLM-as-a-Judge
par: Yang, Bo, et autres
Publié: (2026)
par: Yang, Bo, et autres
Publié: (2026)
The Silent Judge: Unacknowledged Shortcut Bias in LLM-as-a-Judge
par: Marioriyad, Arash, et autres
Publié: (2025)
par: Marioriyad, Arash, et autres
Publié: (2025)
JudgeSense: A Benchmark for Prompt Sensitivity in LLM-as-a-Judge Systems
par: Bellibatlu, Rohith Reddy, et autres
Publié: (2026)
par: Bellibatlu, Rohith Reddy, et autres
Publié: (2026)
Multi-Task Reinforcement Learning for Enhanced Multimodal LLM-as-a-Judge
par: Wu, Junjie, et autres
Publié: (2026)
par: Wu, Junjie, et autres
Publié: (2026)
EssayJudge: A Multi-Granular Benchmark for Assessing Automated Essay Scoring Capabilities of Multimodal Large Language Models
par: Su, Jiamin, et autres
Publié: (2025)
par: Su, Jiamin, et autres
Publié: (2025)
Same Question, Different Source, Different Answer: Auditing Source-Dependence in Medical Multi-Source RAG
par: Li, Yubo, et autres
Publié: (2026)
par: Li, Yubo, et autres
Publié: (2026)
Who Judges the Judge? Evaluating LLM-as-a-Judge for French Medical open-ended QA
par: Belmadani, Ikram, et autres
Publié: (2026)
par: Belmadani, Ikram, et autres
Publié: (2026)
Same Model, Different Weakness: How Language and Modality Reshape the Jailbreak Attack Surface in Frontier MLLMs
par: Ford, Casey, et autres
Publié: (2026)
par: Ford, Casey, et autres
Publié: (2026)
AdaJudge: Adaptive Multi-Perspective Judging for Reward Modeling
par: Miao, Yongliang, et autres
Publié: (2026)
par: Miao, Yongliang, et autres
Publié: (2026)
CyclicJudge: Mitigating Judge Bias Efficiently in LLM-based Evaluation
par: Zhu, Ziyi, et autres
Publié: (2026)
par: Zhu, Ziyi, et autres
Publié: (2026)
AmbigDocs: Reasoning across Documents on Different Entities under the Same Name
par: Lee, Yoonsang, et autres
Publié: (2024)
par: Lee, Yoonsang, et autres
Publié: (2024)
Input Order Shapes LLM Semantic Alignment in Multi-Document Summarization
par: Ma, Jing
Publié: (2025)
par: Ma, Jing
Publié: (2025)
Prompt Attack Detection with LLM-as-a-Judge and Mixture-of-Models
par: Le, Hieu Xuan, et autres
Publié: (2026)
par: Le, Hieu Xuan, et autres
Publié: (2026)
Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs
par: Alkaeed, Mahdi, et autres
Publié: (2026)
par: Alkaeed, Mahdi, et autres
Publié: (2026)
Learning an Efficient Multi-Turn Dialogue Evaluator from Multiple LLM Judges
par: Tang, Yuqi, et autres
Publié: (2025)
par: Tang, Yuqi, et autres
Publié: (2025)
Debatrix: Multi-dimensional Debate Judge with Iterative Chronological Analysis Based on LLM
par: Liang, Jingcong, et autres
Publié: (2024)
par: Liang, Jingcong, et autres
Publié: (2024)
Documents similaires
-
Same Meaning, Different Scores: Lexical and Syntactic Sensitivity in LLM Evaluation
par: Kostić, Bogdan, et autres
Publié: (2026) -
Rating Roulette: Self-Inconsistency in LLM-As-A-Judge Frameworks
par: Haldar, Rajarshi, et autres
Publié: (2025) -
TrustJudge: Inconsistencies of LLM-as-a-Judge and How to Alleviate Them
par: Wang, Yidong, et autres
Publié: (2025) -
LLM Judges Inconsistently Disagree Across Safety Criteria and Harm Categories
par: Vishnubhotla, Krishnapriya, et autres
Publié: (2026) -
Evaluating Scoring Bias in LLM-as-a-Judge
par: Li, Qingquan, et autres
Publié: (2025)