# Instruction following benchmarks > Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/category/instruction-following. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/category/instruction-following. Explore Instruction following 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/instruction-following 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. See how reliably models follow formatting rules, explicit constraints, and multi-step instructions. These evaluations focus on satisfying the requested requirements as well as answering the task. Published Oct 21, 2026 ## [MultiChallenge](https://benchize.com/benchmarks/scale%3Amultichallenge.md) Updated: 10/21/2026 Models tested: 11 Conducting multi-turn conversations with human users is a common yet challenging task for LLMs. It is challenging because conducting multi-turn conversations requires not only… Top models · scale Latest result per model · Version not reported - 1[GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol.md) - 2[Muse Spark 1.1](https://benchize.com/models/muse-spark-1-1.md) - 3[Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview.md) View details → ## [Instruction Following](https://benchize.com/benchmarks/scale%3Ainstruction_following.md) Updated: 10/21/2026 Models tested: 4 The Precise Instruction Following Prompts Dataset is composed of 1,054 instruction following prompts aimed at assessing the ability of AI models to interpret and execute detailed… Top models · scale Latest result per model · Version not reported - 1[DeepSeek R1](https://benchize.com/models/deepseek-r1.md) - 2[GPT-4 Turbo Preview](https://benchize.com/models/gpt-4-turbo-preview.md) - 3[Claude 3 Opus](https://benchize.com/models/claude-3-opus.md) View details → ## [Arena text / instruction following](https://benchize.com/benchmarks/lmarena%3Atext%3Ainstruction_following.md) Updated: 10/21/2026 Models tested: 151 Human pairwise preferences on instruction following prompts 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[Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High - 2[Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-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 / instruction following](https://benchize.com/benchmarks/lmarena%3Atext_style_control%3Ainstruction_following.md) Updated: 10/21/2026 Models tested: 151 Human pairwise preferences on instruction following 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 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 → ## 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: Instruction following benchmarks — Benchize, https://benchize.com/benchmarks/category/instruction-following (retrieved 2026-10-21)