Vibe-Bench - No History - Response BLEU-4: 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 - No History - Response BLEU-4 from 2609.00921v1, A11.T10: Score (0-100). Higher is better.

Metric: Score (0-100). Source: arxiv.org. Saturation forecast: Around 2030. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B 2507 Instruct4.09#321
2Gemma 3 27B (IT)3.44#530
3Mistral Small 3.23.17#610
4Llama 3.1 70B Instruct3.05#570
5Llama 3.1 8B Instruct2.54#1021
6Qwen 3 14B2.31#542

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=vibe-bench-no-history-response-bleu-4 · How It Works · Data refreshed daily, snapshot 2026-11-07.