From 2023.12.21
1. Retrieval-Augmentation LLMs
- ACL 2023: Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions
- TACL 2023: In-Context Retrieval-Augmented Language Models
- EMNLP 2023: SAIL: Search-Augmented Instruction Learning
- EMNLP 2023: Active Retrieval Augmented Generation
- arXiv preprint. 2023.: REPLUG: Retrieval-Augmented Black-Box Language Models
- arXiv preprint. 2023.: RETA-LLM: A Retrieval-Augmented Large Language Model Toolkit
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ICLR 2024 (submission): Understanding Retrieval Augmentation for Long-Form Question Answering
Attribution
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ICLR 2024 (submission): Making Retrieval-Augmented Language Models Robust to Irrelevant Context
Robust
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NeurIPS 2023 (Instruction Workshop): Self-RAG: Self-reflective Retrieval Augmented Generation
framework
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ICLR 2024 (submission): RECOMP: Improving Retrieval-Augmented LMs with Context Compression and Selective Augmentation
Context Compress
Selective Augmentation
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ICLR 2024 (submission): Accelerating Retrieval-augmented Language Model Serving with Speculation
Acceleration framework
Iterative RALMs
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arXiv preprint. 2023.: Retrieval-Augmented Generation for Large Language Models: A Survey
Survey
RALMs
- ICLR 2024 poster: RA-DIT: Retrieval-Augmented Dual Instruction Tuning
2. LLM4IR
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arXiv preprint. 2023.: Large Language Models for Information Retrieval: A Survey
Survey