README.md

metadata

license: cc-by-nc-sa-4.0

Introduction

This repository contains the search results of ReasonEmbed, Retro-star, and BGE-Reasoner on the BRIGHT benchmark.

Details

We list the details of the search results contained in each file below:

• examples/: evaluated using the original queries from the BRIGHT benchmark.
  • reason-embed-basic-qwen3-8b-0928/NoReranker/: search results of reason-embed-basic-qwen3-8b-0928, nDCG@10 = 37.1
  • reason-embed-qwen3-8b-0928/NoReranker/: search results of reason-embed-qwen3-8b-0928, nDCG@10 = 38.1
  • reason-embed-basic-qwen3-4b-0928/NoReranker/: search results of reason-embed-basic-qwen3-4b-0928, nDCG@10 = 35.3
  • reason-embed-qwen3-4b-0928/NoReranker/: search results of reason-embed-qwen3-4b-0928, nDCG@10 = 37.1
  • reason-embed-basic-llama-3.1-8b-0928/NoReranker/: search results of reason-embed-basic-llama-3.1-8b-0928, nDCG@10 = 34.9
  • reason-embed-llama-3.1-8b-0928/NoReranker/: search results of reason-embed-llama-3.1-8b-0928, nDCG@10 = 36.2
• reasoner-rewritten-query-0821/: evaluated using the multiple rewritten queries from BGE-Reasoner-Rewritten-Query-0821.
  • bm25/NoReranker/: search results of BM25, nDCG@10 = 30.5
  • bm25/retro-star-qwen3-8b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-8b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 40.5
  • bm25/retro-star-qwen3-14b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-14b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 41.9
  • bm25/retro-star-qwen3-32b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-32b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 42.0
  • reason-embed-basic-qwen3-8b-0928/NoReranker/: search results of reason-embed-basic-qwen3-8b-0928, nDCG@10 = 40.3
  • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-8b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-8b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 39.5
  • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-14b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-14b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 41.7
  • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-32b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-32b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 42.1
  • fusion/: fusion results of BGE-Reasoner.
    • bm25_reason-embed-basic-qwen3-8b-0928/: fusion results of bm25/NoReranker (weight: 0.25) and reason-embed-basic-qwen3-8b-0928/NoReranker (weight: 0.75), nDCG@10 = 42.3
    • bge-reasoner-0928/: fusion results of fusion/bm25_reason-embed-basic-qwen3-8b-0928/ (weight: 0.35), bm25/retro-star-qwen3-8b-0928/ (weight: 0.05), bm25/retro-star-qwen3-14b-0928/ (weight: 0.075), bm25/retro-star-qwen3-32b-0928/ (weight: 0.20), reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-8b-0928/ (weight: 0.05), reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-14b-0928/ (weight: 0.075), and reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-32b-0928/ (weight: 0.20), nDCG@10 = 46.4