Cover Image

Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gandhi, Kanishk, Chakravarthy, Ayush, Singh, Anikait, Lile, Nathan, Goodman, Noah D.
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

STaR-GATE: Teaching Language Models to Ask Clarifying Questions
by: Andukuri, Chinmaya, et al.
Published: (2024)

STaR-SQL: Self-Taught Reasoner for Text-to-SQL
by: He, Mingqian, et al.
Published: (2025)

Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
by: Zelikman, Eric, et al.
Published: (2024)

V-STaR: Training Verifiers for Self-Taught Reasoners
by: Hosseini, Arian, et al.
Published: (2024)

Learning to Simulate Human Dialogue
by: Gandhi, Kanishk, et al.
Published: (2026)

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
by: Zeng, Weihao, et al.
Published: (2024)

Kwai-STaR: Transform LLMs into State-Transition Reasoners
by: Lu, Xingyu, et al.
Published: (2024)

Endless Terminals: Scaling RL Environments for Terminal Agents
by: Gandhi, Kanishk, et al.
Published: (2026)

Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models
by: Albalak, Alon, et al.
Published: (2025)

HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation
by: Xiong, Feng, et al.
Published: (2025)

Procedural Dilemma Generation for Evaluating Moral Reasoning in Humans and Language Models
by: Fränken, Jan-Philipp, et al.
Published: (2024)

Self-Supervised Alignment with Mutual Information: Learning to Follow Principles without Preference Labels
by: Fränken, Jan-Philipp, et al.
Published: (2024)

Fast Quiet-STaR: Thinking Without Thought Tokens
by: Huang, Wei, et al.
Published: (2025)

Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought
by: Xiang, Violet, et al.
Published: (2025)

STaR: Distilling Speech Temporal Relation for Lightweight Speech Self-Supervised Learning Models
by: Jang, Kangwook, et al.
Published: (2023)

Human-like Affective Cognition in Foundation Models
by: Gandhi, Kanishk, et al.
Published: (2024)

Non-literal Understanding of Number Words by Language Models
by: Tsvilodub, Polina, et al.
Published: (2025)

Scaling up the think-aloud method
by: Wurgaft, Daniel, et al.
Published: (2025)

Stream of Search (SoS): Learning to Search in Language
by: Gandhi, Kanishk, et al.
Published: (2024)

Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
by: Zohar, Orr, et al.
Published: (2024)

Psychometric Alignment: Capturing Human Knowledge Distributions via Language Models
by: He-Yueya, Joy, et al.
Published: (2024)

RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner
by: Chang, Fu-Chieh, et al.
Published: (2024)

STaR: Sensitive Trajectory Regulation for Unlearning in Large Reasoning Models
by: Zhou, Jingjing, et al.
Published: (2026)

STaR: Towards Effective and Stable Table Reasoning via Slow-Thinking Large Language Models
by: Zhang, Huajian, et al.
Published: (2025)

V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning
by: Cheng, Zixu, et al.
Published: (2025)

Lean-STaR: Learning to Interleave Thinking and Proving
by: Lin, Haohan, et al.
Published: (2024)

GIANTS: Generative Insight Anticipation from Scientific Literature
by: He-Yueya, Joy, et al.
Published: (2026)

AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners
by: Koh, Woosung, et al.
Published: (2025)

From Next-Token to Mathematics: The Learning Dynamics of Mathematical Reasoning in Language Models
by: Mishra, Shubhra, et al.
Published: (2024)

Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation
by: Manvi, Rohin, et al.
Published: (2024)

Large Language Model Reasoning Failures
by: Song, Peiyang, et al.
Published: (2026)

Bifocal Attention: Harmonizing Geometric and Spectral Positional Embeddings for Algorithmic Generalization
by: Awadhiya, Kanishk
Published: (2026)

Assessing the Effectiveness of LLMs in Delivering Cognitive Behavioral Therapy
by: Bedi, Navdeep Singh, et al.
Published: (2026)

Towards Understanding the Cognitive Habits of Large Reasoning Models
by: Dong, Jianshuo, et al.
Published: (2025)

Is Child-Directed Speech Effective Training Data for Language Models?
by: Feng, Steven Y., et al.
Published: (2024)

STaR-DRO: Stateful Tsallis Reweighting for Group-Robust Structured Prediction
by: Fodeh, Samah, et al.
Published: (2026)

STaR-Bets: Sequential Target-Recalculating Bets for Tighter Confidence Intervals
by: Voráček, Václav, et al.
Published: (2025)

STaR: Seamless Spatial-Temporal Aware Motion Retargeting with Penetration and Consistency Constraints
by: Yang, Xiaohang, et al.
Published: (2025)

STaR: Scalable Task-Conditioned Retrieval for Long-Horizon Multimodal Robot Memory
by: Yuan, Mingfeng, et al.
Published: (2026)

RLAD: Training LLMs to Discover Abstractions for Solving Reasoning Problems
by: Qu, Yuxiao, et al.
Published: (2025)