Recall-Extend Dynamics: Enhancing Small Language Models through Controlled Exploration and Refined Offline Integration
Fuente:
arXiv
Saved in:
| Main Authors: | Guan, Zhong, Wu, Likang, Zhao, Hongke, Wang, Jiahui, Wu, Le |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LangTopo: Aligning Language Descriptions of Graphs with Tokenized Topological Modeling
by: Guan, Zhong, et al.
Published: (2024)
by: Guan, Zhong, et al.
Published: (2024)
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data
by: Guan, Zhong, et al.
Published: (2025)
by: Guan, Zhong, et al.
Published: (2025)
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning
by: Guan, Zhong, et al.
Published: (2024)
by: Guan, Zhong, et al.
Published: (2024)
Multi-View Empowered Structural Graph Wordification for Language Models
by: Liu, Zipeng, et al.
Published: (2024)
by: Liu, Zipeng, et al.
Published: (2024)
Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction
by: Guan, Zhong, et al.
Published: (2026)
by: Guan, Zhong, et al.
Published: (2026)
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation
by: Zhao, Hongke, et al.
Published: (2024)
by: Zhao, Hongke, et al.
Published: (2024)
PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models
by: Zhao, Xueliang, et al.
Published: (2025)
by: Zhao, Xueliang, et al.
Published: (2025)
Interpreting Key Mechanisms of Factual Recall in Transformer-Based Language Models
by: Lv, Ang, et al.
Published: (2024)
by: Lv, Ang, et al.
Published: (2024)
Squat: Quant Small Language Models on the Edge
by: Shen, Xuan, et al.
Published: (2024)
by: Shen, Xuan, et al.
Published: (2024)
Integrating Time Series into LLMs via Multi-layer Steerable Embedding Fusion for Enhanced Forecasting
by: Chen, Zhuomin, et al.
Published: (2025)
by: Chen, Zhuomin, et al.
Published: (2025)
Offline Learning and Forgetting for Reasoning with Large Language Models
by: Ni, Tianwei, et al.
Published: (2025)
by: Ni, Tianwei, et al.
Published: (2025)
Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks
by: Pink, Mathis, et al.
Published: (2024)
by: Pink, Mathis, et al.
Published: (2024)
StateX: Enhancing RNN Recall via Post-training State Expansion
by: Shen, Xingyu, et al.
Published: (2025)
by: Shen, Xingyu, et al.
Published: (2025)
A Post-Training Enhanced Optimization Approach for Small Language Models
by: Zhai, Keke
Published: (2024)
by: Zhai, Keke
Published: (2024)
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization
by: Ji, Kaixuan, et al.
Published: (2024)
by: Ji, Kaixuan, et al.
Published: (2024)
Effectively Controlling Reasoning Models through Thinking Intervention
by: Wu, Tong, et al.
Published: (2025)
by: Wu, Tong, et al.
Published: (2025)
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding
by: Li, Jia-Nan, et al.
Published: (2025)
by: Li, Jia-Nan, et al.
Published: (2025)
Explorations of Self-Repair in Language Models
by: Rushing, Cody, et al.
Published: (2024)
by: Rushing, Cody, et al.
Published: (2024)
Theory of Space: Can Foundation Models Construct Spatial Beliefs through Active Exploration?
by: Zhang, Pingyue, et al.
Published: (2026)
by: Zhang, Pingyue, et al.
Published: (2026)
Theoretical Benefit and Limitation of Diffusion Language Model
by: Feng, Guhao, et al.
Published: (2025)
by: Feng, Guhao, et al.
Published: (2025)
Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models
by: Singh, Joykirat, et al.
Published: (2025)
by: Singh, Joykirat, et al.
Published: (2025)
IMAGINE: Integrating Multi-Agent System into One Model for Complex Reasoning and Planning
by: Zhang, Xikai, et al.
Published: (2025)
by: Zhang, Xikai, et al.
Published: (2025)
VocabTailor: Dynamic Vocabulary Selection for Downstream Tasks in Small Language Models
by: Zhang, Hanling, et al.
Published: (2025)
by: Zhang, Hanling, et al.
Published: (2025)
Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons
by: Wang, Yifei, et al.
Published: (2024)
by: Wang, Yifei, et al.
Published: (2024)
FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models
by: Tan, Likun, et al.
Published: (2025)
by: Tan, Likun, et al.
Published: (2025)
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models
by: Chen, Zhipeng, et al.
Published: (2025)
by: Chen, Zhipeng, et al.
Published: (2025)
Self-Play with Adversarial Critic: Provable and Scalable Offline Alignment for Language Models
by: Ji, Xiang, et al.
Published: (2024)
by: Ji, Xiang, et al.
Published: (2024)
Knowledgeable Agents by Offline Reinforcement Learning from Large Language Model Rollouts
by: Pang, Jing-Cheng, et al.
Published: (2024)
by: Pang, Jing-Cheng, et al.
Published: (2024)
Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs
by: Lei, Ge, et al.
Published: (2025)
by: Lei, Ge, et al.
Published: (2025)
Predictable Confabulations: Factual Recall by LLMs Scales with Model Size and Topic Frequency
by: Smith, Matthew L., et al.
Published: (2026)
by: Smith, Matthew L., et al.
Published: (2026)
RECALL-MM: A Multimodal Dataset of Consumer Product Recalls for Risk Analysis using Computational Methods and Large Language Models
by: Bolanos, Diana, et al.
Published: (2025)
by: Bolanos, Diana, et al.
Published: (2025)
PhoneLM:an Efficient and Capable Small Language Model Family through Principled Pre-training
by: Yi, Rongjie, et al.
Published: (2024)
by: Yi, Rongjie, et al.
Published: (2024)
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation
by: Hsu, I-Hung, et al.
Published: (2024)
by: Hsu, I-Hung, et al.
Published: (2024)
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees
by: Chen, Sijia, et al.
Published: (2024)
by: Chen, Sijia, et al.
Published: (2024)
PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models
by: Zhao, Chenzhuo, et al.
Published: (2025)
by: Zhao, Chenzhuo, et al.
Published: (2025)
Offline Reinforcement Learning for LLM Multi-Step Reasoning
by: Wang, Huaijie, et al.
Published: (2024)
by: Wang, Huaijie, et al.
Published: (2024)
LLoCO: Learning Long Contexts Offline
by: Tan, Sijun, et al.
Published: (2024)
by: Tan, Sijun, et al.
Published: (2024)
SSR: Socratic Self-Refine for Large Language Model Reasoning
by: Shi, Haizhou, et al.
Published: (2025)
by: Shi, Haizhou, et al.
Published: (2025)
Efficient Real-time Refinement of Language Model Text Generation
by: Ko, Joonho, et al.
Published: (2025)
by: Ko, Joonho, et al.
Published: (2025)
Stacking Small Language Models for Generalizability
by: Liang, Laurence
Published: (2024)
by: Liang, Laurence
Published: (2024)
Similar Items
-
LangTopo: Aligning Language Descriptions of Graphs with Tokenized Topological Modeling
by: Guan, Zhong, et al.
Published: (2024) -
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data
by: Guan, Zhong, et al.
Published: (2025) -
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning
by: Guan, Zhong, et al.
Published: (2024) -
Multi-View Empowered Structural Graph Wordification for Language Models
by: Liu, Zipeng, et al.
Published: (2024) -
Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction
by: Guan, Zhong, et al.
Published: (2026)