PPaperPicks

Jiawei Han

University of Illinois at Urbana-Champaign, Department of Computer Science, IL, USA

66 papers at tracked venues · 48 at CORE A* · active 20242026

Venues

Frequent coauthors

Papers

  1. Grounding Agent Memory in Contextual Intent
  2. PairSem: LLM-Guided Pairwise Semantic Matching for Scientific Document Retrieval
  3. RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking
  4. WiNELL: Wikipedia Never-Ending Updating with LLM Agents
  5. Zero-Shot Open-Schema Entity Structure Discovery
  6. A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts
  7. A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion
  8. Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims
  9. Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations
  10. Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision?
  11. Chain-of-Factors Paper-Reviewer Matching
  12. CoDiCast: Conditional Diffusion Model for Global Weather Forecasting with Uncertainty Quantification
  13. DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation
  14. FGBench: A Dataset and Benchmark for Molecular Property Reasoning at Functional Group-Level in Large Language Models
  15. GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on Graphs
  16. Hybrid Latent Reasoning via Reinforcement Learning
  17. Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation
  18. LLM Alignment as Retriever Optimization: An Information Retrieval Perspective
  19. Law of the Weakest Link: Cross Capabilities of Large Language Models
  20. Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
  21. Multimodal Search in Chemical Documents and Reactions
  22. RAST: Reasoning Activation in LLMs via Small-model Transfer
  23. Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval
  24. RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph
  25. Retrieval And Structuring Augmented Generation with Large Language Models
  26. Retrieval and Structuring Augmented Generation with LLMs for Web Applications
  27. Scaling Diffusion Language Models via Adaptation from Autoregressive Models
  28. Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking
  29. Synergistic Weak-Strong Collaboration by Aligning Preferences
  30. Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events
  31. TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision
  32. TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora
  33. The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning
  34. Topic Coverage-based Demonstration Retrieval for In-Context Learning
  35. Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis
  36. s3: You Don't Need That Much Data to Train a Search Agent via RL
  37. A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery
  38. ActionIE: Action Extraction from Scientific Literature with Programming Languages
  39. Automated Mining of Structured Knowledge from Text in the Era of Large Language Models
  40. Bridging Text Data and Graph Data: Towards Semantics and Structure-aware Knowledge Discovery
  41. GenRES: Rethinking Evaluation for Generative Relation Extraction in the Era of Large Language Models
  42. Geospatial Topological Relation Extraction from Text with Knowledge Augmentation
  43. Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
  44. Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction
  45. Improving Retrieval in Theme-specific Applications using a Corpus Topical Taxonomy
  46. Instruct, Not Assist: LLM-based Multi-Turn Planning and Hierarchical Questioning for Socratic Code Debugging
  47. InstructG2I: Synthesizing Images from Multimodal Attributed Graphs
  48. KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge
  49. Language Models as Semantic Indexers
  50. MART: Improving LLM Safety with Multi-round Automatic Red-Teaming
  51. Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs
  52. MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space
  53. OntoType: Ontology-Guided and Pre-Trained Language Model Assisted Fine-Grained Entity Typing
  54. Ontology Enrichment for Effective Fine-grained Entity Typing
  55. Position: TrustLLM: Trustworthiness in Large Language Models
  56. Representation Deficiency in Masked Language Modeling
  57. SLOG: An Inductive Spectral Graph Neural Network Beyond Polynomial Filter
  58. Schema-Guided Culture-Aware Complex Event Simulation with Multi-Agent Role-Play
  59. Seed-Guided Fine-Grained Entity Typing in Science and Engineering Domains
  60. Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective
  61. Structured Chemistry Reasoning with Large Language Models
  62. Taxonomy-guided Semantic Indexing for Academic Paper Search
  63. Temperature-Centric Investigation of Speculative Decoding with Knowledge Distillation
  64. Text2DB: Integration-Aware Information Extraction with Large Language Model Agents
  65. Topic-Oriented Open Relation Extraction with A Priori Seed Generation
  66. TriSum: Learning Summarization Ability from Large Language Models with Structured Rationale