IG-Search: Step-Level Information Gain Rewards for Search-Augmented Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Liang, Zihan, Ma, Yufei, Chen, Ben, Qian, Zhipeng, Dai, Huangyu, Mao, Lingtao, Zhang, Xuxin, Lei, Chenyi, Ou, Wenwu |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SD-Search: On-Policy Hindsight Self-Distillation for Search-Augmented Reasoning
by: Ma, Yufei, et al.
Published: (2026)
by: Ma, Yufei, et al.
Published: (2026)
Search-E1: Self-Distillation Drives Self-Evolution in Search-Augmented Reasoning
by: Liang, Zihan, et al.
Published: (2026)
by: Liang, Zihan, et al.
Published: (2026)
InfoGain-RAG: Boosting Retrieval-Augmented Generation via Document Information Gain-based Reranking and Filtering
by: Wang, Zihan, et al.
Published: (2025)
by: Wang, Zihan, et al.
Published: (2025)
TIGER-FG: Text-Guided Implicit Fine-Grained Grounding for E-commerce Retrieval
by: Sun, Xinyu, et al.
Published: (2026)
by: Sun, Xinyu, et al.
Published: (2026)
OneSearch-V2: The Latent Reasoning Enhanced Self-distillation Generative Search Framework
by: Chen, Ben, et al.
Published: (2026)
by: Chen, Ben, et al.
Published: (2026)
KuaiSearch: A Large-Scale E-Commerce Search Dataset for Recall, Ranking, and Relevance
by: Li, Yupeng, et al.
Published: (2026)
by: Li, Yupeng, et al.
Published: (2026)
UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion
by: Liang, Zihan, et al.
Published: (2025)
by: Liang, Zihan, et al.
Published: (2025)
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain
by: Mao, Lingtao, et al.
Published: (2026)
by: Mao, Lingtao, et al.
Published: (2026)
Plan Before Search: Search Agents Need Plan
by: Qian, Zhipeng, et al.
Published: (2026)
by: Qian, Zhipeng, et al.
Published: (2026)
Towards Context-aware Reasoning-enhanced Generative Searching in E-commerce
by: Liu, Zhiding, et al.
Published: (2025)
by: Liu, Zhiding, et al.
Published: (2025)
OneSearch: A Preliminary Exploration of the Unified End-to-End Generative Framework for E-commerce Search
by: Chen, Ben, et al.
Published: (2025)
by: Chen, Ben, et al.
Published: (2025)
OneVision: An End-to-End Generative Framework for Multi-view E-commerce Vision Search
by: Zheng, Zexin, et al.
Published: (2025)
by: Zheng, Zexin, et al.
Published: (2025)
Robust Interaction-Based Relevance Modeling for Online e-Commerce Search
by: Chen, Ben, et al.
Published: (2024)
by: Chen, Ben, et al.
Published: (2024)
DiffusionGS: Generative Search with Query Conditioned Diffusion in Kuaishou
by: Li, Qinyao, et al.
Published: (2025)
by: Li, Qinyao, et al.
Published: (2025)
Truncated Step-Level Sampling with Process Rewards for Retrieval-Augmented Reasoning
by: Samarinas, Chris, et al.
Published: (2026)
by: Samarinas, Chris, et al.
Published: (2026)
SRR-Judge: Step-Level Rating and Refinement for Enhancing Search-Integrated Reasoning in Search Agents
by: Zhang, Chen, et al.
Published: (2026)
by: Zhang, Chen, et al.
Published: (2026)
H-PRM: A Pluggable Hotword Pre-Retrieval Module for Various Speech Recognition Systems
by: Dai, Huangyu, et al.
Published: (2025)
by: Dai, Huangyu, et al.
Published: (2025)
COINS: SemantiC Ids Enhanced COLd Item RepresentatioN for Click-through Rate Prediction in E-commerce Search
by: Zhao, Qihang, et al.
Published: (2025)
by: Zhao, Qihang, et al.
Published: (2025)
UniDGF: A Unified Detection-to-Generation Framework for Hierarchical Object Visual Recognition
by: Nan, Xinyu, et al.
Published: (2025)
by: Nan, Xinyu, et al.
Published: (2025)
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search
by: Bao, Wentian, et al.
Published: (2024)
by: Bao, Wentian, et al.
Published: (2024)
Awakening Dormant Users: Generative Recommendation with Counterfactual Functional Role Reasoning
by: Luo, Huishi, et al.
Published: (2026)
by: Luo, Huishi, et al.
Published: (2026)
On the Influence of Reading Sequences on Knowledge Gain during Web Search
by: Gritz, Wolfgang, et al.
Published: (2024)
by: Gritz, Wolfgang, et al.
Published: (2024)
Learning to Trust: Dynamic Utilization of Retrieval-Augmented Generation for E-commerce Search Relevance
by: Xu, Tingqiao, et al.
Published: (2025)
by: Xu, Tingqiao, et al.
Published: (2025)
LLM4PR: Improving Post-Ranking in Search Engine with Large Language Models
by: Yan, Yang, et al.
Published: (2024)
by: Yan, Yang, et al.
Published: (2024)
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging
by: Qian, Hongjin, et al.
Published: (2025)
by: Qian, Hongjin, et al.
Published: (2025)
Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models
by: Shi, Wentao, et al.
Published: (2025)
by: Shi, Wentao, et al.
Published: (2025)
SubSearch: Intermediate Rewards for Unsupervised Guided Reasoning in Complex Retrieval
by: Petcu, Roxana, et al.
Published: (2026)
by: Petcu, Roxana, et al.
Published: (2026)
Zero-Indexing Internet Search Augmented Generation for Large Language Models
by: He, Guangxin, et al.
Published: (2024)
by: He, Guangxin, et al.
Published: (2024)
MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search
by: Zhang, Sheng, et al.
Published: (2026)
by: Zhang, Sheng, et al.
Published: (2026)
RAG-R1: Incentivizing the Search and Reasoning Capabilities of LLMs through Multi-query Parallelism
by: Tan, Zhiwen, et al.
Published: (2025)
by: Tan, Zhiwen, et al.
Published: (2025)
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization
by: Wang, Ziliang, et al.
Published: (2025)
by: Wang, Ziliang, et al.
Published: (2025)
Search Arena: Analyzing Search-Augmented LLMs
by: Miroyan, Mihran, et al.
Published: (2025)
by: Miroyan, Mihran, et al.
Published: (2025)
DecoupleSearch: Decouple Planning and Search via Hierarchical Reward Modeling
by: Sun, Hao, et al.
Published: (2025)
by: Sun, Hao, et al.
Published: (2025)
CSMCIR: CoT-Enhanced Symmetric Alignment with Memory Bank for Composed Image Retrieval
by: Qian, Zhipeng, et al.
Published: (2026)
by: Qian, Zhipeng, et al.
Published: (2026)
ECLASS-Augmented Semantic Product Search for Electronic Components
by: Baumgart, Nico, et al.
Published: (2026)
by: Baumgart, Nico, et al.
Published: (2026)
Prospects of Retrieval Augmented Generation (RAG) for Academic Library Search and Retrieval
by: Bevara, Ravi, et al.
Published: (2025)
by: Bevara, Ravi, et al.
Published: (2025)
Unbiased Multimodal Reranking for Long-Tail Short-Video Search
by: Xu, Wenyi, et al.
Published: (2026)
by: Xu, Wenyi, et al.
Published: (2026)
Unifying Search and Recommendation in LLMs via Gradient Multi-Subspace Tuning
by: Zhao, Jujia, et al.
Published: (2026)
by: Zhao, Jujia, et al.
Published: (2026)
Adaptive User Interest Modeling via Conditioned Denoising Diffusion For Click-Through Rate Prediction
by: Zhao, Qihang, et al.
Published: (2025)
by: Zhao, Qihang, et al.
Published: (2025)
Bridging Search and Recommendation through Latent Cross Reasoning
by: Shi, Teng, et al.
Published: (2025)
by: Shi, Teng, et al.
Published: (2025)
Similar Items
-
SD-Search: On-Policy Hindsight Self-Distillation for Search-Augmented Reasoning
by: Ma, Yufei, et al.
Published: (2026) -
Search-E1: Self-Distillation Drives Self-Evolution in Search-Augmented Reasoning
by: Liang, Zihan, et al.
Published: (2026) -
InfoGain-RAG: Boosting Retrieval-Augmented Generation via Document Information Gain-based Reranking and Filtering
by: Wang, Zihan, et al.
Published: (2025) -
TIGER-FG: Text-Guided Implicit Fine-Grained Grounding for E-commerce Retrieval
by: Sun, Xinyu, et al.
Published: (2026) -
OneSearch-V2: The Latent Reasoning Enhanced Self-distillation Generative Search Framework
by: Chen, Ben, et al.
Published: (2026)