"Seeing the Big through the Small": Can LLMs Approximate Human Judgment Distributions on NLI from a Few Explanations?
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Beiduo, Wang, Xinpeng, Peng, Siyao, Litschko, Robert, Korhonen, Anna, Plank, Barbara |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI
by: Chen, Beiduo, et al.
Published: (2024)
by: Chen, Beiduo, et al.
Published: (2024)
Agree, Disagree, Explain: Decomposing Human Label Variation in NLI through the Lens of Explanations
by: Hong, Pingjun, et al.
Published: (2025)
by: Hong, Pingjun, et al.
Published: (2025)
Decoupling the Effect of Chain-of-Thought Reasoning: A Human Label Variation Perspective
by: Chen, Beiduo, et al.
Published: (2026)
by: Chen, Beiduo, et al.
Published: (2026)
EVADE: LLM-Based Explanation Generation and Validation for Error Detection in NLI
by: Zuo, Longfei, et al.
Published: (2025)
by: Zuo, Longfei, et al.
Published: (2025)
Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation
by: Chen, Beiduo, et al.
Published: (2025)
by: Chen, Beiduo, et al.
Published: (2025)
Human Label Variation as Stable Signal: Learning Annotator-Specific Explanation Behavior via Cross-Annotator Preference Optimization
by: Chen, Beiduo, et al.
Published: (2026)
by: Chen, Beiduo, et al.
Published: (2026)
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference
by: Hong, Pingjun, et al.
Published: (2025)
by: Hong, Pingjun, et al.
Published: (2025)
Information Asymmetry across Language Varieties: A Case Study on Cantonese-Mandarin and Bavarian-German QA
by: Pei, Renhao, et al.
Published: (2026)
by: Pei, Renhao, et al.
Published: (2026)
VariErr NLI: Separating Annotation Error from Human Label Variation
by: Weber-Genzel, Leon, et al.
Published: (2024)
by: Weber-Genzel, Leon, et al.
Published: (2024)
Resource-Lean Lexicon Induction for German Dialects
by: Litschko, Robert, et al.
Published: (2026)
by: Litschko, Robert, et al.
Published: (2026)
Donkii: Can Annotation Error Detection Methods Find Errors in Instruction-Tuning Datasets?
by: Weber-Genzel, Leon, et al.
Published: (2023)
by: Weber-Genzel, Leon, et al.
Published: (2023)
MAKIEval: A Multilingual Automatic WiKidata-based Framework for Cultural Awareness Evaluation for LLMs
by: Zhao, Raoyuan, et al.
Published: (2025)
by: Zhao, Raoyuan, et al.
Published: (2025)
MaiNLP at SemEval-2024 Task 1: Analyzing Source Language Selection in Cross-Lingual Textual Relatedness
by: Zhou, Shijia, et al.
Published: (2024)
by: Zhou, Shijia, et al.
Published: (2024)
Reasoning that Travels: Dissecting How Chain-of-Thought Transfers Across Models
by: Cheng, Xinyuan, et al.
Published: (2026)
by: Cheng, Xinyuan, et al.
Published: (2026)
Cross-Dialect Information Retrieval: Information Access in Low-Resource and High-Variance Languages
by: Litschko, Robert, et al.
Published: (2024)
by: Litschko, Robert, et al.
Published: (2024)
Different Tastes of Entities: Investigating Human Label Variation in Named Entity Annotations
by: Peng, Siyao, et al.
Published: (2024)
by: Peng, Siyao, et al.
Published: (2024)
CLIMATELI: Evaluating Entity Linking on Climate Change Data
by: Zhou, Shijia, et al.
Published: (2024)
by: Zhou, Shijia, et al.
Published: (2024)
BoN Appetit Team at LeWiDi-2025: Best-of-N Test-time Scaling Can Not Stomach Annotation Disagreements (Yet)
by: Ruiz, Tomas, et al.
Published: (2025)
by: Ruiz, Tomas, et al.
Published: (2025)
Make Every Letter Count: Building Dialect Variation Dictionaries from Monolingual Corpora
by: Litschko, Robert, et al.
Published: (2025)
by: Litschko, Robert, et al.
Published: (2025)
Disagreeing Rationales: Rethinking Classification and Explainability Evaluation in Hate Speech Detection
by: Muscato, Benedetta, et al.
Published: (2026)
by: Muscato, Benedetta, et al.
Published: (2026)
Evaluating Large Language Models for Cross-Lingual Retrieval
by: Zuo, Longfei, et al.
Published: (2025)
by: Zuo, Longfei, et al.
Published: (2025)
Exploring Large Language Models for Product Attribute Value Identification
by: Sabeh, Kassem, et al.
Published: (2024)
by: Sabeh, Kassem, et al.
Published: (2024)
An Empirical Comparison of Generative Approaches for Product Attribute-Value Identification
by: Sabeh, Kassem, et al.
Published: (2024)
by: Sabeh, Kassem, et al.
Published: (2024)
To Know or Not To Know? Analyzing Self-Consistency of Large Language Models under Ambiguity
by: Sedova, Anastasiia, et al.
Published: (2024)
by: Sedova, Anastasiia, et al.
Published: (2024)
MaiBaam Annotation Guidelines
by: Blaschke, Verena, et al.
Published: (2024)
by: Blaschke, Verena, et al.
Published: (2024)
When Meanings Meet: Investigating the Emergence and Quality of Shared Concept Spaces during Multilingual Language Model Training
by: Körner, Felicia, et al.
Published: (2026)
by: Körner, Felicia, et al.
Published: (2026)
Reason to Rote: Rethinking Memorization in Reasoning
by: Du, Yupei, et al.
Published: (2025)
by: Du, Yupei, et al.
Published: (2025)
MaiBaam: A Multi-Dialectal Bavarian Universal Dependency Treebank
by: Blaschke, Verena, et al.
Published: (2024)
by: Blaschke, Verena, et al.
Published: (2024)
MultiClimate: Multimodal Stance Detection on Climate Change Videos
by: Wang, Jiawen, et al.
Published: (2024)
by: Wang, Jiawen, et al.
Published: (2024)
If Probable, Then Acceptable? Understanding Conditional Acceptability Judgments in Large Language Models
by: Orth, Jasmin, et al.
Published: (2025)
by: Orth, Jasmin, et al.
Published: (2025)
Using Natural Language Explanations to Rescale Human Judgments
by: Wadhwa, Manya, et al.
Published: (2023)
by: Wadhwa, Manya, et al.
Published: (2023)
Think Before Refusal : Triggering Safety Reflection in LLMs to Mitigate False Refusal Behavior
by: Si, Shengyun, et al.
Published: (2025)
by: Si, Shengyun, et al.
Published: (2025)
Big-Stop Semantics: Small-Step Semantics in a Big-Step Judgment
by: Kahn, David M, et al.
Published: (2025)
by: Kahn, David M, et al.
Published: (2025)
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation
by: Wang, Xinpeng, et al.
Published: (2024)
by: Wang, Xinpeng, et al.
Published: (2024)
EEVEE: An Easy Annotation Tool for Natural Language Processing
by: Sorensen, Axel, et al.
Published: (2024)
by: Sorensen, Axel, et al.
Published: (2024)
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments
by: Zhou, Han, et al.
Published: (2024)
by: Zhou, Han, et al.
Published: (2024)
Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?
by: Razumovskaia, Evgeniia, et al.
Published: (2024)
by: Razumovskaia, Evgeniia, et al.
Published: (2024)
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations
by: Quan, Xin, et al.
Published: (2025)
by: Quan, Xin, et al.
Published: (2025)
Understanding When Tree of Thoughts Succeeds: Larger Models Excel in Generation, Not Discrimination
by: Chen, Qiqi, et al.
Published: (2024)
by: Chen, Qiqi, et al.
Published: (2024)
References Matter: Investigating the Impact of Reference Set Variation on Summarization Evaluation
by: Casola, Silvia, et al.
Published: (2025)
by: Casola, Silvia, et al.
Published: (2025)
Similar Items
-
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI
by: Chen, Beiduo, et al.
Published: (2024) -
Agree, Disagree, Explain: Decomposing Human Label Variation in NLI through the Lens of Explanations
by: Hong, Pingjun, et al.
Published: (2025) -
Decoupling the Effect of Chain-of-Thought Reasoning: A Human Label Variation Perspective
by: Chen, Beiduo, et al.
Published: (2026) -
EVADE: LLM-Based Explanation Generation and Validation for Error Detection in NLI
by: Zuo, Longfei, et al.
Published: (2025) -
Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation
by: Chen, Beiduo, et al.
Published: (2025)