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    Graphwalks BFS (256K-1M)

    🏆 Leaderboard

    As of August 20, 2026, GPT-5.4 is #1 for Graphwalks BFS (256K-1M) at 100%. Ranked by the Graphwalks BFS (256K-1M) score 5 models in this index have a published Graphwalks BFS (256K-1M) score. Graphwalks BFS (256K-1M) leaderboard with live API prices. Graph BFS traversal in 256K-1M contexts — tests structured reasoning in long contexts.

    Updated August 20, 2026282 models33 providers
    GPT-5.4
    OpenAI · Proprietary
    		100%$17.50
    GPT-5.3 Codex
    OpenAI · Proprietary
    		100%$15.75
    GPT-5.6 Sol
    OpenAI · Proprietary
    		77.1%$35.00
    GPT-5.6 Terra
    OpenAI · Proprietary
    		71.2%$14.00
    GPT-5.6 Luna
    OpenAI · Proprietary
    		51.2%$1.40
    ChatGPT-4o Latest
    OpenAI · Proprietary
    		—$12.50
    Claude 3 Haiku
    Anthropic · Proprietary
    		—$1.50
    Claude 3 Opus
    Anthropic · Proprietary
    		—$90.00
    Claude 3 Sonnet
    Anthropic · Proprietary
    		—$18.00
    Claude 3.5 Haiku
    Anthropic · Proprietary
    		—$4.80
    Claude 3.5 Sonnet
    Anthropic · Proprietary
    		—$18.00
    Claude 3.5 Sonnet
    Anthropic · Proprietary
    		—$18.00
    Claude 3.7 Sonnet
    Anthropic · Proprietary
    		—$18.00
    Claude Fable 5
    Anthropic · Proprietary
    		—$60.00
    Claude Haiku 4.5
    Anthropic · Proprietary
    		—$6.00
    Claude Mythos 5
    Anthropic · Proprietary
    		—$60.00
    Claude Mythos Preview
    Anthropic · Proprietary
    		—$60.00
    Claude Opus 4
    Anthropic · Proprietary
    		—$90.00
    Claude Opus 4.1
    Anthropic · Proprietary
    		—$90.00
    Claude Opus 4.5
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 4.6
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 4.7
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 4.8
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 5
    Anthropic · Proprietary
    		—$30.00
    Claude Sonnet 4
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 4.5
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 4.6
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 5
    Anthropic · Proprietary
    		—$12.00
    Command A+OSS
    Cohere · Open Source
    		—$12.50
    Command R+OSS
    Cohere · Open Source
    		—$1.25
    Composer 2
    Cursor · Proprietary
    		—$3.00
    Composer 2 Fast
    Cursor · Proprietary
    		—$9.00
    DeepSeek R1 Distill Llama 70BOSS
    DeepSeek · Open Source
    		—$0.50
    DeepSeek R1 Distill Qwen 32BOSS
    DeepSeek · Open Source
    		—$0.30
    DeepSeek-R1OSS
    DeepSeek · Open Source
    		—$2.74
    DeepSeek-R1-0528OSS
    DeepSeek · Open Source
    		—$2.74
    DeepSeek-V2.5OSS
    DeepSeek · Open Source
    		—$0.42
    DeepSeek-V3OSS
    DeepSeek · Open Source
    		—$1.37
    DeepSeek-V3 0324OSS
    DeepSeek · Open Source
    		—$1.42
    DeepSeek-V3.1OSS
    DeepSeek · Open Source
    		—$1.27
    DeepSeek-V3.2OSS
    DeepSeek · Open Source · via OpenRouter
    		—$0.57
    DeepSeek-V3.2 (Non-thinking)OSS
    DeepSeek · Open Source
    		—$0.70
    DeepSeek-V3.2-ExpOSS
    DeepSeek · Open Source
    		—$0.68
    DeepSeek-V4-Flash-0423OSS
    DeepSeek · Open Source
    		—$0.30
    DeepSeek-V4-Flash-0731OSS
    DeepSeek · Open Source
    		—$1.76
    DeepSeek-V4-Flash-MaxOSS
    DeepSeek · Open Source
    		—$0.42
    DeepSeek-V4-Pro-0813OSS
    DeepSeek · Open Source
    		—$5.28
    DeepSeek-V4-Pro-MaxOSS
    DeepSeek · Open Source
    		—$5.22
    Devstral Medium
    Mistral · Proprietary · via Mistral AI
    		—$2.40
    Devstral Small 1.1OSS
    Mistral · Open Source · via Mistral AI
    		—$0.40
    Showing 1–50 of 282 models

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    The index

    All Large Language Models

    282 models across 33 providers. Search or jump to a lab — every model page stays linked here.

    OpenAI51Anthropic22Google25Cursor2xAI15DeepSeek16MiniMax6Qwen38AI21 Labs2Amazon5Baidu1ByteDance2Cohere3IBM1Inception1inclusionAI1LG AI Research1Meituan4Meta12Microsoft5Mistral23Moonshot AI9Nous Research1NVIDIA5Poolside2Sakana AI1StepFun1Tencent1Thinking Machines1Unisound1Upstage1Xiaomi3Z AI20

    Baidu

    1 models
    ERNIE 4.5

    Inception

    1 models
    Mercury 2

    inclusionAI

    1 models
    Ling-3.0-flash

    LG AI Research

    1 models
    K-EXAONE-236B-A23B

    Nous Research

    1 models
    Hermes 3 70B

    Sakana AI

    1 models
    Sakana Namazu

    StepFun

    1 models
    Step-3.5-Flash

    Tencent

    1 models
    Hy3

    Thinking Machines

    1 models
    Inkling-Small

    Unisound

    1 models
    U2

    Upstage

    1 models
    Solar Pro 4

    Which model leads Graphwalks BFS (256K-1M) right now?

    As of August 20, 2026, GPT-5.4 by OpenAI is #1 for Graphwalks BFS (256K-1M) at 100%. Ranked by the Graphwalks BFS (256K-1M) score This board also tracks Graphwalks BFS (256K-1M). Next on the same board: GPT-5.3 Codex and GPT-5.6 Sol. This graphwalks bfs (256k-1m) leaderboard ranks models by Graphwalks BFS (256K-1M). Scores come from public evals. Prices are the live API rates in the table above.

    Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)

    Top 5 for graphwalks bfs (256k-1m). Ranked by the Graphwalks BFS (256K-1M) score Input and output are dollars per million tokens.
    RankModelGraphwalks BFS (256K-1M)Input /MOutput /M
    1GPT-5.4100%$2.50$15.00
    2GPT-5.3 Codex100%$1.75$14.00
    3GPT-5.6 Sol77.1%$5.00$30.00
    4GPT-5.6 Terra71.2%$2.00$12.00
    5GPT-5.6 Luna51.2%$0.20$1.20

    Related LLM leaderboards

    LLM LeaderboardCodingMathAgenticReasoningWritingScienceFinanceLong ContextVisionOpen Source

    Individual benchmark pages

    Rank one eval at a time. All LLM benchmarks.

    HLESWE BenchHumanity's Last Exam (No Tools)Humanity's Last Exam (With Tools)Terminal-Bench 2.0Terminal-BenchTerminal-Bench 2.1Terminal-Bench 2Terminal-Bench 3.0ARC-AGI-1 Verified

    Graphwalks BFS (256K-1M) FAQ

    Who ranks #1 on the Graphwalks BFS (256K-1M) leaderboard?

    As of August 20, 2026, GPT-5.4 by OpenAI ranks #1 on Graphwalks BFS (256K-1M) at 100%. API pricing is $2.50/M input and $15.00/M output.

    What are the top models on Graphwalks BFS (256K-1M)?

    The current Graphwalks BFS (256K-1M) ranking as of August 20, 2026 is 1. GPT-5.4 at 100%; 2. GPT-5.3 Codex at 100%; 3. GPT-5.6 Sol at 77.1%.

    Which graphwalks bfs (256k-1m) model is the cheapest?

    GPT-5.6 Luna is the cheapest scored model on this graphwalks bfs (256k-1m) leaderboard at $0.20/M input and $1.20/M output ($1.40 blended). GPT-5.4 still leads Graphwalks BFS (256K-1M) at 100%.

    Should I always pick the #1 Graphwalks BFS (256K-1M) model?

    Not automatically. GPT-5.4 leads Graphwalks BFS (256K-1M), but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Graphwalks BFS (256K-1M) against input/output price, context window, and related evals.

    How often is the Graphwalks BFS (256K-1M) leaderboard updated?

    Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 20, 2026. Treat it as a current index, not a one-off blog post.

    What is Graphwalks BFS (256K-1M)?

    Graph BFS traversal in 256K-1M contexts — tests structured reasoning in long contexts. This page ranks models that have published a Graphwalks BFS (256K-1M) score, with live API token prices on the same row.

    Where is the Graphwalks BFS (256K-1M) leaderboard?

    This page is the Graphwalks BFS (256K-1M) leaderboard. Models are sorted by Graphwalks BFS (256K-1M), with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.

    How is this Graphwalks BFS (256K-1M) ranking different from the official board?

    Official eval pages own the methodology. This page keeps the published Graphwalks BFS (256K-1M) score next to live API $/M so you can pick a production SKU, not only a trophy number.