HELM Lite - WMT 2014 (fr-en): leaderboard

HELM Lite v1.13.0 WMT 2014 French-to-English machine translation (503 sentences evaluated), 1-shot, scored by BLEU-4 on a 0-100 scale; higher is better. One of the five language pairs averaged into the HELM WMT 2014 board.

Metric: BLEU-4 (%). Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 90 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3 Opus (20240229)25.23#428
2Gemini 1.5 Pro (001)25.15#465
3Gemini 1.5 Pro (002)24.56#368
4Llama 3.1 405B Instruct24.4#470
5Nova Pro24.24#594
6Gemini 2.0 Flash (Preview)24.21#376
7Gemini 1.5 Flash (001)24.07#580
8GPT-4o (2024-05-13)24.02#337
9Claude 3.5 Sonnet (20241022)23.71#302
10Llama 3.2 90B Vision Instruct23.54#621
11Claude 3.5 Sonnet (20240620)23.53#308
12GPT-4o (2024-08-06)23.52#343
13Gemma 2 27B (IT)23.51#652
14Llama 3.1 70B Instruct23.49#567
15Command-R+23.34#869

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

Interactive version: theaggregate.ai/benchmark?slug=helm-lite-wmt-2014-fr-en · How It Works · Data refreshed daily, snapshot 2026-11-05.