Human preference benchmarks

Compare evaluations based on people's preferences between model responses. Rankings depend on the participants, prompts, and voting or judging process used by each source.

Published

Updated:

Models tested: 151

Human pairwise preferences on the complete prompt population in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,532.3
  2. 2Claude Opus 5.5High1,516.21
  3. 3Claude Fable 5.1Max1,511.94
View details →

Updated:

Models tested: 151

Human pairwise preferences on the complete prompt population in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,523.93
  2. 2Muse WonderMax1,509.5
  3. 3Claude Opus 5.5High1,508.75
View details →

Updated:

Models tested: 151

Human pairwise preferences on exclude ties prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,559.81
  2. 2Claude Opus 5.5High1,538.46
  3. 3Claude Fable 5.1Max1,532.89
View details →

Updated:

Models tested: 151

Human pairwise preferences on hard prompts prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,546
  2. 2Claude Opus 5.5High1,535.8
  3. 3Claude Fable 5.1Max1,528.21
View details →

Updated:

Models tested: 151

Human pairwise preferences on hard prompts english prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,547.58
  2. 2Claude Opus 5.5High1,535.24
  3. 3Claude Opus 4.6High1,529.98
View details →

Updated:

Models tested: 151

Human pairwise preferences on multi turn prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,556.05
  2. 2Claude Opus 4.6High1,511.07
  3. 3Muse WonderMax1,509.87
View details →

Updated:

Models tested: 151

Human pairwise preferences on exclude ties prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for response…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,552.03
  2. 2Muse WonderMax1,533.52
  3. 3Claude Opus 5.5High1,529.33
View details →

Updated:

Models tested: 151

Human pairwise preferences on hard prompts prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for response…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,548.83
  2. 2Claude Opus 5.5High1,533.94
  3. 3Claude Opus 4.6High1,530.48
View details →

Updated:

Models tested: 151

Human pairwise preferences on hard prompts english prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,551.35
  2. 2Claude Opus 4.6High1,534.5
  3. 3Claude Opus 5.5High1,534.04
View details →

Updated:

Models tested: 151

Human pairwise preferences on multi turn prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for response…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,552.44
  2. 2Muse WonderMax1,521.62
  3. 3Claude Fable 5High1,517.24
View details →

Updated:

Models tested: 150

Human pairwise preferences on longer query prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,546.82
  2. 2Claude Opus 5.5High1,531.89
  3. 3Claude Fable 5.1Max1,523.8
View details →

Updated:

Models tested: 150

Human pairwise preferences on longer query prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for response…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,543.01
  2. 2Claude Opus 5.5High1,523.57
  3. 3Claude Fable 5High1,521.59
View details →

Updated:

Models tested: 148

Human pairwise preferences on expert prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather than…

Top models · Arena

Latest result per model · Version not reported

  1. 1Claude Opus 5High1,554.02
  2. 2Claude Opus 5Max1,552.44
  3. 3Gemini 4 ArgonHigh1,550.47
View details →

Updated:

Models tested: 148

Human pairwise preferences on expert prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty, adjusting for response…

Top models · Arena

Latest result per model · Version not reported

  1. 1Claude Fable 5High1,549.86
  2. 2Claude Opus 4.6High1,544.48
  3. 3Gemini 4 ArgonHigh1,540.85
View details →

Methodology and provenance

Benchize collects and structures public benchmark reports. Scores, costs, timings, ranks and uncertainty remain attributed to their original sources. Different versions, configurations and measurement units are separate results. Missing fields stay unavailable.