Pragmatic Inference Chain (PIC) Improving LLMs' Reasoning of Authentic Implicit Toxic Language
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Xi, Wang, Shuo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Generative AI, Pragmatics, and Authenticity in Second Language Learning
by: Godwin-Jones`, Robert
Published: (2024)
by: Godwin-Jones`, Robert
Published: (2024)
Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values
by: Zhang, Hongbo, et al.
Published: (2025)
by: Zhang, Hongbo, et al.
Published: (2025)
CEI: A Benchmark for Evaluating Pragmatic Reasoning in Language Models
by: Chun, Jon, et al.
Published: (2026)
by: Chun, Jon, et al.
Published: (2026)
MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models
by: Jin, Bohan, et al.
Published: (2025)
by: Jin, Bohan, et al.
Published: (2025)
From Implicit to Explicit: Token-Efficient Logical Supervision for Mathematical Reasoning in LLMs
by: Wang, Shaojie, et al.
Published: (2026)
by: Wang, Shaojie, et al.
Published: (2026)
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
by: Li, Yiqi, et al.
Published: (2025)
by: Li, Yiqi, et al.
Published: (2025)
How does Chain of Thought Think? Mechanistic Interpretability of Chain-of-Thought Reasoning with Sparse Autoencoding
by: Chen, Xi, et al.
Published: (2025)
by: Chen, Xi, et al.
Published: (2025)
Do LLMs Really Think Step-by-step In Implicit Reasoning?
by: Yu, Yijiong
Published: (2024)
by: Yu, Yijiong
Published: (2024)
Toxicity Begets Toxicity: Unraveling Conversational Chains in Political Podcasts
by: Rizwan, Naquee, et al.
Published: (2025)
by: Rizwan, Naquee, et al.
Published: (2025)
Assessing LLM Reasoning Through Implicit Causal Chain Discovery in Climate Discourse
by: Allein, Liesbeth, et al.
Published: (2025)
by: Allein, Liesbeth, et al.
Published: (2025)
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
by: Wen, Xumeng, et al.
Published: (2025)
by: Wen, Xumeng, et al.
Published: (2025)
iCLP: Large Language Model Reasoning with Implicit Cognition Latent Planning
by: Chen, Sijia, et al.
Published: (2025)
by: Chen, Sijia, et al.
Published: (2025)
From Long to Short: LLMs Excel at Trimming Own Reasoning Chains
by: Han, Wei, et al.
Published: (2025)
by: Han, Wei, et al.
Published: (2025)
From Chains to Graphs: Self-Structured Reasoning for General-Domain LLMs
by: Chen, Yingjian, et al.
Published: (2026)
by: Chen, Yingjian, et al.
Published: (2026)
Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval
by: Nguyen, Hai-Long, et al.
Published: (2024)
by: Nguyen, Hai-Long, et al.
Published: (2024)
Implicit Sentiment Analysis Based on Chain of Thought Prompting
by: Duan, Zhihua, et al.
Published: (2024)
by: Duan, Zhihua, et al.
Published: (2024)
Decoupled Reasoning with Implicit Fact Tokens (DRIFT): A Dual-Model Framework for Efficient Long-Context Inference
by: Xie, Wenxuan, et al.
Published: (2026)
by: Xie, Wenxuan, et al.
Published: (2026)
SIM-CoT: Supervised Implicit Chain-of-Thought
by: Wei, Xilin, et al.
Published: (2025)
by: Wei, Xilin, et al.
Published: (2025)
Think Consistently, Reason Efficiently: Energy-Based Calibration for Implicit Chain-of-Thought
by: Chen, Zhikang, et al.
Published: (2025)
by: Chen, Zhikang, et al.
Published: (2025)
GloSS over Toxicity: Understanding and Mitigating Toxicity in LLMs via Global Toxic Subspace
by: Duan, Zenghao, et al.
Published: (2025)
by: Duan, Zenghao, et al.
Published: (2025)
Visual Reasoning Benchmark: Evaluating Multimodal LLMs on Classroom-Authentic Visual Problems from Primary Education
by: Huti, Mohamed, et al.
Published: (2026)
by: Huti, Mohamed, et al.
Published: (2026)
Under the Shadow of Babel: How Language Shapes Reasoning in LLMs
by: Wang, Chenxi, et al.
Published: (2025)
by: Wang, Chenxi, et al.
Published: (2025)
Implicit Reasoning in Large Language Models: A Comprehensive Survey
by: Li, Jindong, et al.
Published: (2025)
by: Li, Jindong, et al.
Published: (2025)
Diversity of Thought Improves Reasoning Abilities of LLMs
by: Naik, Ranjita, et al.
Published: (2023)
by: Naik, Ranjita, et al.
Published: (2023)
POPI: Personalizing LLMs via Optimized Natural Language Preference Inference
by: Chen, Yizhuo, et al.
Published: (2025)
by: Chen, Yizhuo, et al.
Published: (2025)
ALPS: A Diagnostic Challenge Set for Arabic Linguistic & Pragmatic Reasoning
by: Al-Olimat, Hussein S., et al.
Published: (2026)
by: Al-Olimat, Hussein S., et al.
Published: (2026)
Expanding Reasoning Potential in Foundation Model by Learning Diverse Chains of Thought Patterns
by: Zhang, Xuemiao, et al.
Published: (2025)
by: Zhang, Xuemiao, et al.
Published: (2025)
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Can LLMs Recognize Toxicity? A Structured Investigation Framework and Toxicity Metric
by: Koh, Hyukhun, et al.
Published: (2024)
by: Koh, Hyukhun, et al.
Published: (2024)
Draft-Thinking: Learning Efficient Reasoning in Long Chain-of-Thought LLMs
by: Cao, Jie, et al.
Published: (2026)
by: Cao, Jie, et al.
Published: (2026)
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought
by: Jiang, Zhuoxuan, et al.
Published: (2024)
by: Jiang, Zhuoxuan, et al.
Published: (2024)
P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains
by: Han, Simeng, et al.
Published: (2024)
by: Han, Simeng, et al.
Published: (2024)
Measuring Pragmatic Influence in Large Language Model Instructions
by: Geng, Yilin, et al.
Published: (2026)
by: Geng, Yilin, et al.
Published: (2026)
Thinking in Latents: Adaptive Anchor Refinement for Implicit Reasoning in LLMs
by: Sheshanarayana, Disha, et al.
Published: (2026)
by: Sheshanarayana, Disha, et al.
Published: (2026)
Pragmatic Reasoning improves LLM Code Generation
by: Cao, Zhuchen, et al.
Published: (2025)
by: Cao, Zhuchen, et al.
Published: (2025)
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
by: Jiang, Fengqing, et al.
Published: (2025)
by: Jiang, Fengqing, et al.
Published: (2025)
Poisoned LangChain: Jailbreak LLMs by LangChain
by: Wang, Ziqiu, et al.
Published: (2024)
by: Wang, Ziqiu, et al.
Published: (2024)
PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problems
by: Siddique, Oshayer, et al.
Published: (2025)
by: Siddique, Oshayer, et al.
Published: (2025)
Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning
by: Chang, Wen-Yu, et al.
Published: (2024)
by: Chang, Wen-Yu, et al.
Published: (2024)
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning
by: Hassid, Michael, et al.
Published: (2025)
by: Hassid, Michael, et al.
Published: (2025)
Similar Items
-
Generative AI, Pragmatics, and Authenticity in Second Language Learning
by: Godwin-Jones`, Robert
Published: (2024) -
Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values
by: Zhang, Hongbo, et al.
Published: (2025) -
CEI: A Benchmark for Evaluating Pragmatic Reasoning in Language Models
by: Chun, Jon, et al.
Published: (2026) -
MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models
by: Jin, Bohan, et al.
Published: (2025) -
From Implicit to Explicit: Token-Efficient Logical Supervision for Mathematical Reasoning in LLMs
by: Wang, Shaojie, et al.
Published: (2026)