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Ahren09 / SARA

Official Implementation for the ACL 2026 paper "SARA: Selective and Adaptive Retrieval-augmented Generation with Context Compression"

Why this job: says: retrieval augmented; topics: rag, retrieval-augmented-generation

What it does

  • Two-method, apples-to-apples. Standard RAG vs SARA under identical data, retriever, prompts, decoding, and seeds.
  • Projector + tokens. retriever embeddings projected into the LM hidden space at compress positions.
  • LoRA-first. adapters + projector only — no merged or full-model checkpoints are ever saved.
  • Fully batched generation and evaluation (dynamic padding, one GPU call per batch).
  • Leakage-safe. document-level (per-paper) train/dev/test splits.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 3 months ago
Stars
258
On GitHub
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
84% of the code

Is it looked after?

Contributors
0
Last 90 days
Issues
0% closed
1 still open
Pull requests
0 merged
0 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 84%
  • JavaScript 11%
  • HTML 4%
  • CSS <1%

Topics

  • ai
  • context-compression
  • context-engineering
  • efficiency
  • llm
  • ml
  • rag
  • retrieval-augmented-generation

Project record

  • JobRAG and search
  • StatusListed
  • Commits2
  • Forks0
  • Watching0
  • Stars in 28 days+3
  • CreatedAug 16, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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