# Human preference benchmarks > Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/category/preference. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/category/preference. Explore Human preference LLM benchmarks and AI model results. Compare source-reported scores with original metrics, evaluation settings and evidence on Benchize. Canonical URL: https://benchize.com/benchmarks/category/preference Last updated: 2026-10-21T18:52:20.672Z Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations. 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 Oct 21, 2026 ## [Arena text / overall](https://benchize.com/benchmarks/lmarena%3Atext.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max View details → ## [Arena text style control / overall](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Aoverall.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Muse Wonder](https://benchize.com/models/muse-wonder-max.md)Max - 3[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High View details → ## [Arena text / exclude ties](https://benchize.com/benchmarks/lmarena%3Atext%3Aexclude_ties.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max View details → ## [Arena text / hard prompts](https://benchize.com/benchmarks/lmarena%3Atext%3Ahard_prompts.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max View details → ## [Arena text / hard prompts english](https://benchize.com/benchmarks/lmarena%3Atext%3Ahard_prompts_english.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High View details → ## [Arena text / multi turn](https://benchize.com/benchmarks/lmarena%3Atext%3Amulti_turn.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High - 3[Muse Wonder](https://benchize.com/models/muse-wonder-max.md)Max View details → ## [Arena text style control / exclude ties](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Aexclude_ties.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Muse Wonder](https://benchize.com/models/muse-wonder-max.md)Max - 3[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High View details → ## [Arena text style control / hard prompts](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Ahard_prompts.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High View details → ## [Arena text style control / hard prompts english](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Ahard_prompts_english.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High - 3[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High View details → ## [Arena text style control / multi turn](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Amulti_turn.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Muse Wonder](https://benchize.com/models/muse-wonder-max.md)Max - 3[Claude Fable 5](https://benchize.com/models/claude-fable-5-high.md)High View details → ## [Arena text / longer query](https://benchize.com/benchmarks/lmarena%3Atext%3Alonger_query.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max View details → ## [Arena text style control / longer query](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Alonger_query.md) Updated: 10/21/2026 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[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High - 2[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 3[Claude Fable 5](https://benchize.com/models/claude-fable-5-high.md)High View details → ## [Arena text / expert](https://benchize.com/benchmarks/lmarena%3Atext%3Aexpert.md) Updated: 10/21/2026 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[Claude Opus 5](https://benchize.com/models/claude-opus-5-high.md)High - 2[Claude Opus 5](https://benchize.com/models/claude-opus-5-max.md)Max - 3[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High View details → ## [Arena text style control / expert](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Aexpert.md) Updated: 10/21/2026 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[Claude Fable 5](https://benchize.com/models/claude-fable-5-high.md)High - 2[Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High - 3[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High 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. --- Cite as: Human preference benchmarks — Benchize, https://benchize.com/benchmarks/category/preference (retrieved 2026-10-21)