LA Leaderboard - RagQuAS: leaderboard

Spanish retrieval-augmented question answering over supplied passages (RagQuAS). From the LA Leaderboard, which evaluates models on Spanish, Catalan, Basque and Galician tasks with the lm-evaluation-harness; semantic answer similarity, the cosine similarity of sentence embeddings x100, higher is better. Each model result file is a separate run.

Metric: Semantic Answer Similarity (x100). Source: huggingface.co. Saturation forecast: Estimated already saturated. 69 models tracked.

Top models

#ModelScoreOverall rank
1EuroLLM-9B-Instruct81.58#1047
2Llama 3.1 8B81.39#1130
3Qwen 2.5 1.5B81.33#1412
4Llama 3.2 3B81.1#1376
5Qwen 2.5 3B80.86#1177
6Qwen 2.5 7B80.85#895
7Teuken-7B-Instruct-v0.480.63#1408
8SmolLM3-3B-Base80.6#1260
9Teuken-7B-instruct-commercial-v0.480.5#1421
10Mistral 7B Instruct (v0.3)80.39#1255
11Qwen3-8B-Base80.35#626
12SmolLM2-1.7B-Instruct80.05#1541
13occiglot-7B-eu5-instruct79.64
14Yi-1.5-9B Chat79.51#1032
15Llama 3.2 1B78.96#1540

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=la-leaderboard-ragquas · How It Works · Data refreshed daily, snapshot 2026-11-05.