When to Trust Context: Self-Reflective Debates for Context Reliability
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Zeqi, Wu, Fang, Talaei, Shayan, Zhao, Haokai, Meixin, Cheng, Xu, Tinson, Saberi, Amin, Choi, Yejin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Opt-ICL at LeWiDi-2025: Maximizing In-Context Signal from Rater Examples via Meta-Learning
by: Sorensen, Taylor, et al.
Published: (2025)
by: Sorensen, Taylor, et al.
Published: (2025)
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2025)
by: Pourreza, Mohammadreza, et al.
Published: (2025)
CHESS: Contextual Harnessing for Efficient SQL Synthesis
by: Talaei, Shayan, et al.
Published: (2024)
by: Talaei, Shayan, et al.
Published: (2024)
SPRINT: Enabling Interleaved Planning and Parallelized Execution in Reasoning Models
by: Biju, Emil, et al.
Published: (2025)
by: Biju, Emil, et al.
Published: (2025)
Make Your LLM Fully Utilize the Context
by: An, Shengnan, et al.
Published: (2024)
by: An, Shengnan, et al.
Published: (2024)
CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2024)
by: Pourreza, Mohammadreza, et al.
Published: (2024)
Dehallucinating Parallel Context Extension for Retrieval-Augmented Generation
by: Ma, Zexiong, et al.
Published: (2024)
by: Ma, Zexiong, et al.
Published: (2024)
Spectrum Tuning: Post-Training for Distributional Coverage and In-Context Steerability
by: Sorensen, Taylor, et al.
Published: (2025)
by: Sorensen, Taylor, et al.
Published: (2025)
Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?
by: Tan, Hexiang, et al.
Published: (2024)
by: Tan, Hexiang, et al.
Published: (2024)
Leveraging Context for Multimodal Fallacy Classification in Political Debates
by: Pittiglio, Alessio
Published: (2025)
by: Pittiglio, Alessio
Published: (2025)
StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Framework
by: Talaei, Shayan, et al.
Published: (2025)
by: Talaei, Shayan, et al.
Published: (2025)
To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts
by: Huang, Yukun, et al.
Published: (2024)
by: Huang, Yukun, et al.
Published: (2024)
ContextGuard: Structured Self-Auditing for Context Learning in Language Models
by: Jin, Hongbo, et al.
Published: (2026)
by: Jin, Hongbo, et al.
Published: (2026)
Evaluating Social Bias in RAG Systems: When External Context Helps and Reasoning Hurts
by: Parihar, Shweta, et al.
Published: (2026)
by: Parihar, Shweta, et al.
Published: (2026)
Epistemic Context Learning: Building Trust the Right Way in LLM-Based Multi-Agent Systems
by: Zhou, Ruiwen, et al.
Published: (2026)
by: Zhou, Ruiwen, et al.
Published: (2026)
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning
by: Sheng, Leheng, et al.
Published: (2026)
by: Sheng, Leheng, et al.
Published: (2026)
ChatGPT Doesn't Trust Chargers Fans: Guardrail Sensitivity in Context
by: Li, Victoria R., et al.
Published: (2024)
by: Li, Victoria R., et al.
Published: (2024)
Context Engineering 2.0: The Context of Context Engineering
by: Hua, Qishuo, et al.
Published: (2025)
by: Hua, Qishuo, et al.
Published: (2025)
Context Dependence and Reliability in Autoregressive Language Models
by: Sengupta, Poushali, et al.
Published: (2026)
by: Sengupta, Poushali, et al.
Published: (2026)
Self-Taught Agentic Long Context Understanding
by: Zhuang, Yufan, et al.
Published: (2025)
by: Zhuang, Yufan, et al.
Published: (2025)
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models
by: Zhang, Qizheng, et al.
Published: (2025)
by: Zhang, Qizheng, et al.
Published: (2025)
Latent Context Compilation: Distilling Long Context into Compact Portable Memory
by: Li, Zeju, et al.
Published: (2026)
by: Li, Zeju, et al.
Published: (2026)
ASTRO: Teaching Language Models to Reason by Reflecting and Backtracking In-Context
by: Kim, Joongwon, et al.
Published: (2025)
by: Kim, Joongwon, et al.
Published: (2025)
DYCP: Dynamic Context Pruning for Long-Form Dialogue with LLMs
by: Choi, Nayoung, et al.
Published: (2026)
by: Choi, Nayoung, et al.
Published: (2026)
LongSkywork: A Training Recipe for Efficiently Extending Context Length in Large Language Models
by: Zhao, Liang, et al.
Published: (2024)
by: Zhao, Liang, et al.
Published: (2024)
Rethinking the Unsolvable: When In-Context Search Meets Test-Time Scaling
by: Xia, Fanzeng, et al.
Published: (2025)
by: Xia, Fanzeng, et al.
Published: (2025)
Enhancing the Medical Context-Awareness Ability of LLMs via Multifaceted Self-Refinement Learning
by: Zhou, Yuxuan, et al.
Published: (2025)
by: Zhou, Yuxuan, et al.
Published: (2025)
Context Engineering for Trustworthiness: Rescorla Wagner Steering Under Mixed and Inappropriate Contexts
by: Wang, Rushi, et al.
Published: (2025)
by: Wang, Rushi, et al.
Published: (2025)
ACC: Compiling Agent Trajectories for Long-Context Training
by: Su, Qisheng, et al.
Published: (2026)
by: Su, Qisheng, et al.
Published: (2026)
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models
by: Bi, Baolong, et al.
Published: (2025)
by: Bi, Baolong, et al.
Published: (2025)
Recursive Language Models Meet Uncertainty: The Surprising Effectiveness of Self-Reflective Program Search for Long Context
by: Alizadeh, Keivan, et al.
Published: (2026)
by: Alizadeh, Keivan, et al.
Published: (2026)
IROTE: Human-like Traits Elicitation of Large Language Model via In-Context Self-Reflective Optimization
by: Bai, Yuzhuo, et al.
Published: (2025)
by: Bai, Yuzhuo, et al.
Published: (2025)
When Context Leads but Parametric Memory Follows in Large Language Models
by: Tao, Yufei, et al.
Published: (2024)
by: Tao, Yufei, et al.
Published: (2024)
Does RAG Know When Retrieval Is Wrong? Diagnosing Context Compliance under Knowledge Conflict
by: Chen, Yihang, et al.
Published: (2026)
by: Chen, Yihang, et al.
Published: (2026)
Stacked from One: Multi-Scale Self-Injection for Context Window Extension
by: Han, Wei, et al.
Published: (2026)
by: Han, Wei, et al.
Published: (2026)
Context-Robust Knowledge Editing for Language Models
by: Park, Haewon, et al.
Published: (2025)
by: Park, Haewon, et al.
Published: (2025)
SelfCite: Self-Supervised Alignment for Context Attribution in Large Language Models
by: Chuang, Yung-Sung, et al.
Published: (2025)
by: Chuang, Yung-Sung, et al.
Published: (2025)
Dynamic Demonstrations Controller for In-Context Learning
by: Zhao, Fei, et al.
Published: (2023)
by: Zhao, Fei, et al.
Published: (2023)
MedReflect: Teaching Medical LLMs to Self-Improve via Reflective Correction
by: Huang, Yue, et al.
Published: (2025)
by: Huang, Yue, et al.
Published: (2025)
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario Context
by: Noriega-Atala, Enrique, et al.
Published: (2024)
by: Noriega-Atala, Enrique, et al.
Published: (2024)
Similar Items
-
Opt-ICL at LeWiDi-2025: Maximizing In-Context Signal from Rater Examples via Meta-Learning
by: Sorensen, Taylor, et al.
Published: (2025) -
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2025) -
CHESS: Contextual Harnessing for Efficient SQL Synthesis
by: Talaei, Shayan, et al.
Published: (2024) -
SPRINT: Enabling Interleaved Planning and Parallelized Execution in Reasoning Models
by: Biju, Emil, et al.
Published: (2025) -
Make Your LLM Fully Utilize the Context
by: An, Shengnan, et al.
Published: (2024)