Best LLM for translation

As of 2026-11-10, LLM Reference's top pick for translation is Command A+ by Cohere (cESA Avg. Rank (lower is better) 26, $1.50/1M output tokens), chosen from models that meet the podium eligibility rules. Second pick: Qwen3.6-27B by Alibaba.

Last refreshed 2026-11-10. Next refresh: weekly.

Models ranked by their WMT26 human-evaluation average rank across language pairs, where lower is better. Preview and retired models, and models without a WMT26 score, are listed below, unranked.

Verdict

Use Command A+ for translation today.

Qwen3.6-27B is the runner-up: 26 vs 35.1 on cESA Avg. Rank (lower is better).

Researched 25d agoWhy this pickMethodology

How we rank

Models with a WMT26 human-evaluation score are ranked by their average rank across language pairs, where lower is better. Preview and retired models, and models without a WMT26 score, are listed below, unranked.

  1. Eligibility — Chat models with a WMT26 human-evaluation score and a live provider route, plus a curated list of dedicated text translation models and general chat-completion models with at least 128K measured context and at least 7B parameters where size is known. Embedding, ranking, classification, image, video, OCR and audio-only specialists are excluded. Retired models are listed only when they have a WMT26 score, below the ranking, unranked.
  2. Ranking — WMT26 human-evaluation average rank across language pairs, lower first; self-reported scores do not count. Ties go to the newer release. Preview and retired models with a score are listed below the ranked table with their score and a Preview or Retired badge, unranked.
  3. Podium eligibility — Preview, restricted, retired and retiring models never fill a podium slot. Preview means preview or invite-only access, or a model that is announced or pre-release. Restricted means restricted, partner, private or otherwise unavailable access. Retired means the model is past its retirement date or every provider route is retired. Retiring means the model, or any one of its provider routes, has a retirement date within the next 60 days. These models can still appear in the table below the podium.
  4. Pricing column — Lowest listed provider input and output price where a public rate card exists.
#ModelInput $/1MOutput $/1M
1Command A+
ReasoningVisionTools

cESA Avg. Rank (lower is better): 26

$0.30$1.50
2Qwen3.6-27B
ReasoningVisionTools

cESA Avg. Rank (lower is better): 35.1

$0.32$2.70
3Qwen3.5-9B
VisionTools

cESA Avg. Rank (lower is better): 41.5

$0.10$0.15

Scored but unranked (preview or retired)

ModelcESA Avg. Rank (lower is better)Status
Gemini 3.1 Pro Preview4.8Preview

Scored but unranked (not eligible to rank)

ModelInput $/1MOutput $/1M
Qwen-MT-Lumen

cESA Avg. Rank (lower is better): 6.8

——
GPT-5.5
ReasoningVisionToolsVerify pricing

cESA Avg. Rank (lower is better): 8.6

$5.00$30.00
DeepSeek V4 Pro
ReasoningToolsVerify pricing

cESA Avg. Rank (lower is better): 17.5

$0.36$0.73
Gemma 4 31B IT
VisionToolsVerify pricing

cESA Avg. Rank (lower is better): 22

FreeFree
Mistral Medium 3.5
ReasoningVisionToolsVerify pricing

cESA Avg. Rank (lower is better): 29.3

$1.50$7.50
gpt-oss-120b
ToolsVerify pricing

cESA Avg. Rank (lower is better): 32.1

FreeFree
gpt-oss-20b
ToolsVerify pricing

cESA Avg. Rank (lower is better): 39.8

FreeFree

Dedicated translation models (no WMT26 score)

Unranked. No WMT26 human-evaluation score.

ModelInput $/1MOutput $/1M
Hy-MT2 30B-A3B

cESA Avg. Rank (lower is better): —

$0.07$0.29
Hy-MT2 7B

cESA Avg. Rank (lower is better): —

$0.07$0.29
Qwen-MT-Plus
Verify pricing

cESA Avg. Rank (lower is better): —

$0.25$0.75
Qwen-MT-Flash
Verify pricing

cESA Avg. Rank (lower is better): —

$0.16$0.49
Qwen-MT-Lite
Verify pricing

cESA Avg. Rank (lower is better): —

$0.12$0.36
Command A Translate (08-2025)

cESA Avg. Rank (lower is better): —

——

General chat models with long context

Unranked. No WMT26 human-evaluation score. Newest release first.

ModelInput $/1MOutput $/1M
K-EXAONE 2.5
ReasoningTools

cESA Avg. Rank (lower is better): —

——
Claude Fable 5.2
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$8.00$40.00
Claude Mythos 5.2
RestrictedReasoningVisionTools

cESA Avg. Rank (lower is better): —

——
Muse Ember
ReasoningVision

cESA Avg. Rank (lower is better): —

$0.10$0.50
ERNIE 5.5 Flash Base

cESA Avg. Rank (lower is better): —

——
Inkling 2 Small
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

FreeFree
Ling-3.2-flash
VisionTools

cESA Avg. Rank (lower is better): —

——
Ripple-65B Preview
PreviewTools

cESA Avg. Rank (lower is better): —

$0.20$0.60
Particle-1
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$0.25$1.00
Gemini 4 Carbon
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$2.00$10.00
GPT-6.1 Terra
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$1.00$5.00
Nanbeige4.3-33B
ReasoningTools

cESA Avg. Rank (lower is better): —

——
Kimi K3.1 Pro
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$2.00$10.00
Kimi K3.1 Pro Highspeed
ReasoningVisionTools

cESA Avg. Rank (lower is better): —

$4.00$20.00

Compare Top Picks

Side-by-side comparison of the top picks by price, benchmark, and API access.

Frequently asked questions

What is the best LLM for translation?

LLM Reference's top pick for translation as of 2026-11-10 is Command A+ by Cohere, with cESA Avg. Rank (lower is better) 26. Picks come from models that meet the podium eligibility rules, so the top pick may not lead the full table. Second pick: Qwen3.6-27B by Alibaba (cESA Avg. Rank (lower is better) 35.1).

Which ranked LLM for translation has the lowest output price?

Among the ranked models shown on this page, Qwen3.5-9B by Alibaba has the lowest listed output price: $0.150/1M output tokens, at rank 3.

What is the best open-weight LLM for translation?

Command A+ by Cohere is the highest-ranked open-weight model shown on this page (rank 1, cESA Avg. Rank (lower is better) 26). License: Apache 2.0.

How is the translation ranking calculated?

Models with a WMT26 human-evaluation score are ranked by their average rank across language pairs, where lower is better. Preview and retired models, and models without a WMT26 score, are listed below, unranked. Preview, restricted, retired and retiring models never fill a podium slot. Preview means preview or invite-only access, or a model that is announced or pre-release. Restricted means restricted, partner, private or otherwise unavailable access. Retired means the model is past its retirement date or every provider route is retired. Retiring means the model, or any one of its provider routes, has a retirement date within the next 60 days. These models can still appear in the table below the podium.

How often is this page updated?

Weekly. Last refreshed 2026-11-10.