Vibe-Bench - BM25 Retrieval - Response ROUGE-L: leaderboard

Vibe-Bench tests personalization from user histories: selecting an emotion-regulation strategy, generating a personalized response, and predicting occupational preferences. The paper separates no-history, full-history, profile, retrieval and personalized fine-tuning protocols. P-SFT checkpoints retain distinct identities from their untrained backbones. This series reports Vibe-Bench - BM25 Retrieval - Response ROUGE-L from 2609.00921v1, A11.T10: Score (0-100). Higher is better.

Metric: Score (0-100). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B 2507 Instruct18.5#619
2Gemma 3 27B (IT)17.85#1306
3Mistral Small 3.217.77#1592
4Llama 3.1 70B Instruct17.15#1541
5Qwen 3 14B16.96#1235
6Llama 3.1 8B Instruct16.84#4277

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=vibe-bench-bm25-retrieval-response-rouge-l · How It Works · Data refreshed daily, snapshot 2026-11-12.