Copertina

Chain-of-Thought Augmentation with Logit Contrast for Enhanced Reasoning in Language Models

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Shim, Jay, Kruttschnitt, Grant, Ma, Alyssa, Kim, Daniel, Chek, Benjamin, Anand, Athul, Zhu, Kevin, O'Brien, Sean
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning
di: Rufail, Andrew, et al.
Pubblicazione: (2025)

Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks
di: Yugeswardeenoo, Dharunish, et al.
Pubblicazione: (2024)

Reasoning Relay: Evaluating Stability and Interchangeability of Large Language Models in Mathematical Reasoning
di: Lu, Leo, et al.
Pubblicazione: (2025)

Semantic Self-Consistency: Enhancing Language Model Reasoning via Semantic Weighting
di: Knappe, Tim, et al.
Pubblicazione: (2024)

Error Reflection Prompting: Can Large Language Models Successfully Understand Errors?
di: Li, Jason, et al.
Pubblicazione: (2025)

Logit-Entropy Adaptive Stopping Heuristic for Efficient Chain-of-Thought Reasoning
di: Quamar, Mohammad Atif, et al.
Pubblicazione: (2025)

NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts
di: Gupta, Abhay, et al.
Pubblicazione: (2025)

Contrasting nonstructural carbohydrate dynamics of tropical tree seedlings under water deficit and variability
di: O'Brien, Michael
Pubblicazione: (2026)

SMAGDi: Socratic Multi Agent Interaction Graph Distillation for Efficient High Accuracy Reasoning
di: Aluru, Aayush, et al.
Pubblicazione: (2025)

Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques
di: Xiong, Lang, et al.
Pubblicazione: (2025)

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
di: Jin, Bowen, et al.
Pubblicazione: (2024)

CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models
di: Li, Feiyang, et al.
Pubblicazione: (2025)

The Cost of Reasoning: Chain-of-Thought Induces Overconfidence in Vision-Language Models
di: Welch, Robert, et al.
Pubblicazione: (2026)

How Scientists Use Large Language Models to Program
di: O'Brien, Gabrielle
Pubblicazione: (2025)

LogitsCoder: Towards Efficient Chain-of-Thought Path Search via Logits Preference Decoding for Code Generation
di: Chen, Jizheng, et al.
Pubblicazione: (2026)

Enhancing Depression Diagnosis with Chain-of-Thought Prompting
di: Shi, Elysia, et al.
Pubblicazione: (2024)

Probing Audio-Generation Capabilities of Text-Based Language Models
di: Anbazhagan, Arjun Prasaath, et al.
Pubblicazione: (2025)

Reason from Future: Reverse Thought Chain Enhances LLM Reasoning
di: Xu, Yinlong, et al.
Pubblicazione: (2025)

Rosetta-PL: Propositional Logic as a Benchmark for Large Language Model Reasoning
di: Baek, Shaun, et al.
Pubblicazione: (2025)

AAVENUE: Detecting LLM Biases on NLU Tasks in AAVE via a Novel Benchmark
di: Gupta, Abhay, et al.
Pubblicazione: (2024)

From Bias to Balance: Detecting Facial Expression Recognition Biases in Large Multimodal Foundation Models
di: Chhua, Kaylee, et al.
Pubblicazione: (2024)

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models
di: Li, Zihao, et al.
Pubblicazione: (2025)

Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models
di: Pang, Rock Yuren, et al.
Pubblicazione: (2025)

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
di: Ye, Jiacheng, et al.
Pubblicazione: (2024)

KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning
di: Mondal, Debjyoti, et al.
Pubblicazione: (2024)

Application of Multiple Chain-of-Thought in Contrastive Reasoning for Implicit Sentiment Analysis
di: Yang, Liwei, et al.
Pubblicazione: (2025)

Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
di: Yang, Ling, et al.
Pubblicazione: (2024)

Multimodal Chain-of-Thought Reasoning in Language Models
di: Zhang, Zhuosheng, et al.
Pubblicazione: (2023)

Long Chain-of-Thought Reasoning Across Languages
di: Barua, Josh, et al.
Pubblicazione: (2025)

A Typological Sketch of Kamsá, a Language Isolate of Colombia
di: Colleen Alena O’Brien
Pubblicazione: (2021)

Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models
di: Yao, Yao, et al.
Pubblicazione: (2023)

CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning
di: Pan, Jianfeng, et al.
Pubblicazione: (2025)

Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns
di: Zhang, Yufeng, et al.
Pubblicazione: (2024)

EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models
di: Gupta, Abhay, et al.
Pubblicazione: (2025)

Direct Confidence Alignment: Aligning Verbalized Confidence with Internal Confidence In Large Language Models
di: Zhang, Glenn, et al.
Pubblicazione: (2025)

CBMAS: Cognitive Behavioral Modeling via Activation Steering
di: Ismail, Ahmed H., et al.
Pubblicazione: (2026)

Pushing on Multilingual Reasoning Models with Language-Mixed Chain-of-Thought
di: Son, Guijin, et al.
Pubblicazione: (2025)

Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-Thought
di: Chua, James, et al.
Pubblicazione: (2024)

Enhancing Generalization in Chain of Thought Reasoning for Smaller Models
di: Yin, Maxwell J., et al.
Pubblicazione: (2025)

ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
di: Liao, Jiaqi, et al.
Pubblicazione: (2025)