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HyDE: Precise Zero-Shot Dense Retrieval without Relevance Labels
Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning
[ICLR 2025] InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
Data and code for FreshLLMs (https://arxiv.org/abs/2310.03214)
Original implementation of SmartRAG: Jointly Learn RAG-Related Tasks From the Environment Feedback (ICLR 2025)
Source code of DRAGIN, ACL 2024 main conference Long Paper (Oral)
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs (ACL 2024)
Implementation for EACL 2024 paper "Corpus-Steered Query Expansion with Large Language Models"
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering, ACL 2025
Rational Retrieval Acts SIGIR 2025
The official implementation of "LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers"
💡 Awesome RAG: A resource of Retrieval-Augmented Generation (RAG) for LLMs, focusing on the development of technology.
[ACL 2025 Findings] Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering
Experimental Details for "LLM-based Query Expansion Fails for Unfamiliar and Ambiguous Queries"
Official resources of "Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification" (ACL 2023 long).
The source code used for paper "TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision", published in WWW 2025.
RAG that intelligently adapts to your use case, data, and queries
Capabench:A Game-Theoretic Evaluation Benchmark for Modular Attribution in LLM Agents
GROOT: Learning to Follow Instructions by Watching Gameplay Videos (ICLR'24, Spotlight)
Code for simple-db-hw-2021 (https://github.com/MIT-DB-Class/simple-db-hw-2021.git), all labs done
✍️ The notes of courses in Shanghai Jiao Tong University
🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…
SJTU | CS 2612, Programming Languages and Compilers, Fall 2023