MCP tool orchestration
تُقارن النتائج داخل المجموعة المتطابقة فقط، فلا يُرتَّب نموذج جرى اختباره بطريقة ما مقابل نموذج جرى اختباره بطريقة أخرى.
Coordinate MCP tools to complete a task
تستخدم مجموعات الترتيب مقاييس منفصلة. قارن التكوينات داخل المجموعة الواحدة فقط؛ فـ EvalRank لا يجمع الأنظمة المختلفة في قائمة ترتيب واحدة أبدًا.
الإجماع عبر المعايير
أنت أمام ترتيب واحد للنماذج عبر المقاييس المعتمدة في هذا الموضوع، موزونًا بالطريقة نفسها التي تُوزَن بها القرارات. وكل درجة تمثل حصة النموذج من أفضل نتيجة.
| الترتيب | النموذج | الحصة من الأفضل | المقاييس المرجعية |
|---|---|---|---|
| 1 | GPT-6 Sol | 100.0% | 1 |
| 2 | GPT-5.6 Sol | 97.2% | 2 |
| 3 | Claude Sonnet 5.5 | 94.9% | 1 |
| 4 | Claude Haiku 5.5 | 74.0% | 1 |
| 5 | Claude Sonnet 5 | 70.2% | 1 |
| 6 | Claude Sonnet 4.6 | 64.2% | 2 |
| 7 | claude-haiku-4-5 | 34.8% | 2 |
نظام الوكيل · وكيلي
استكشافي - لم يُصنَّف فائزًا بعدrg-mcp-tool-orchestration-agent-system-agentic-agent-system-v1أدلة المستكشف
AutomationBench
المصادر مختلفة؛ تُعرض بشكل منفصل، ولا تُجمع أبدًا في متوسط. رُصدت في ؛ صالحة حتى .
| الترتيب | التكوين | القدرة | عدم اليقين | العائلات |
|---|---|---|---|---|
| 1 | Gemini 4 Carbon (High) automationbench:Gemini 4 Carbon (High)config_e84fd0f5e59e3b8b964a542fe8b56ecab0908e9f39f2d70113f5958cfa087e47 | 100% | غير معروف | 1 |
| 2 | Gemini 4 Carbon (Medium) automationbench:Gemini 4 Carbon (Medium)config_a2c8a23afe15a50ed53869a323929661fea1b94adf65bc273c11b4020ed5df2a | 98% | غير معروف | 1 |
| 3 | Gemini 4 Argon (High) automationbench:Gemini 4 Argon (High)config_5d2ea9047d28198e8f9d59299190aa9c7aa87d2bd564c2115aa0707b1f5d5876 | 95% | غير معروف | 1 |
| 4 | Gemini 4 Argon (Medium) automationbench:Gemini 4 Argon (Medium)config_75cc09df9b6c3d3d3e18e6383c21bc35c08dd06ca09b77f568d02e92dfd2182d | 93% | غير معروف | 1 |
| 5 | Claude Sonnet 5.5 (default fallbacks, Max) automationbench:Claude Sonnet 5.5 (default fallbacks, Max)config_24df20a13eb0b425ca163f80c22071b19068661c34ded9d3b9e5705968516640 | 83% | غير معروف | 1 |
| 6 | Claude Opus 5.5 (default fallbacks, Max) automationbench:Claude Opus 5.5 (default fallbacks, Max)config_7d573508be54b283cb5b9da147bca47fbbe0b1999ac7fb96b2188a220b9e089d | 79% | غير معروف | 1 |
| 7 | GPT-6 Astra (Max) automationbench:GPT-6 Astra (Max)config_a111367f67b8b5bd55e3f1ba436f00f5ad0576721d4f7d1e6c4143e11c591bb5 | 77% | غير معروف | 1 |
| 8 | GPT-6 Astra (XHigh) automationbench:GPT-6 Astra (XHigh)config_1f8e8f6eec27fbfec971a587be15a5f5ff62ee7697d7d822c2958b926c2ff34e | 72% | غير معروف | 1 |
| 9 | GPT-6 Astra (High) automationbench:GPT-6 Astra (High)config_790ab0f3fbf9884524df53588326d812de8d04023ac15a466f32581d4e65192c | 69% | غير معروف | 1 |
| 10 | Claude Sonnet 5.5 (default fallbacks, XHigh) automationbench:Claude Sonnet 5.5 (default fallbacks, XHigh)config_38411a32bd75fcf1e407e91922f08b0fce52b9b484b9245cc728060bdae2438d | 68% | غير معروف | 1 |
| 11 | Claude Opus 5.5 (default fallbacks, XHigh) automationbench:Claude Opus 5.5 (default fallbacks, XHigh)config_d156e9fba8f9e0c88442fbdd4c718e9be1cf24a73d7dae582bf97215d95028f5 | 66% | غير معروف | 1 |
| 12 | GPT-6 Astra (Medium) automationbench:GPT-6 Astra (Medium)config_926a2bc702bb0bb28519705811f091560eb26aa4a9bb8be86ff75cac1d16a489 | 63% | غير معروف | 1 |
| 13 | GPT-6 Sol (XHigh) automationbench:GPT-6 Sol (XHigh)config_bcd7cba856ee883231d52bd67acbc695263f9d9b6d30f84eaeace38956512f45 | 62% | غير معروف | 1 |
| 14 | Claude Opus 5.5 (default fallbacks, High) automationbench:Claude Opus 5.5 (default fallbacks, High)config_0ebb36576624ae257dc2e45c695763430113c68d0d679619c79e9a4354157e8e | 61% | غير معروف | 1 |
| 15 | GPT-6 Sol (Max) automationbench:GPT-6 Sol (Max)config_0ae6fc70172dbbe05e35a00fc5dd331f291406d91e47eea51030184315c38fb2 | 59% | غير معروف | 1 |
| 16 | Gemini 4 Carbon (Low) automationbench:Gemini 4 Carbon (Low)config_0022478ede674058059e374503c9b6e6bcf75d2a928e33fd243a27ffd8624647 | 58% | غير معروف | 1 |
| 17 | GPT-6 Sol (High) automationbench:GPT-6 Sol (High)config_d91199fe2cf3c7cd2c612bd66f5f8e17b5e0d2c0f8693d73d8ca14f15c3ee3f1 | 58% | غير معروف | 1 |
| 18 | Gemini 3.7 Flash (High) automationbench:Gemini 3.7 Flash (High)config_c0cb9d036f2945081943c28d51317f9d58b56a8414efe3190d392ddf789049a1 | 56% | غير معروف | 1 |
| 19 | GPT-6 Astra (Low) automationbench:GPT-6 Astra (Low)config_bbddcff9f0e33fbae7e6300bccdbfcd194fb626b52162cb7076b546464af9d6f | 56% | غير معروف | 1 |
| 20 | Gemini 3.8 Flash (Medium) automationbench:Gemini 3.8 Flash (Medium)config_095b858200422ae2a40f4de8999825fc1169b7634be76069bcf1630b1c43b24c | 55% | غير معروف | 1 |
| 21 | Gemini 3.8 Flash (High) automationbench:Gemini 3.8 Flash (High)config_6fb0bae145783ee3b353b0ca54772a85f9a0286483bbeb389733f86938808322 | 55% | غير معروف | 1 |
| 22 | Claude Opus 5.5 (default fallbacks, Medium) automationbench:Claude Opus 5.5 (default fallbacks, Medium)config_80d1f934366a7bb43b583184ba8e185bc373d803668d1a190a1eedf251603a85 | 55% | غير معروف | 1 |
| 23 | Claude Sonnet 5.5 (default fallbacks, High) automationbench:Claude Sonnet 5.5 (default fallbacks, High)config_d63c3d216dfc81713b0aad7a4df86eecf61dac1a3b70f7d6533ee2c968b88775 | 55% | غير معروف | 1 |
| 24 | GPT-5.6 Sol (Max) automationbench:GPT-5.6 Sol (Max)config_940a9985646aa2382eb4b6250e00321dbd4848b72f450cb4f78d19d7dbb641ec | 53% | غير معروف | 1 |
| 25 | Claude Opus 5 (Max) automationbench:Claude Opus 5 (Max)config_6c30ed4edc61c38064a7dfb3e0367ca8c4cdb51598fe51220192c028246cc3f7 | 50% | غير معروف | 1 |
| 26 | GPT-6 Sol (Medium) automationbench:GPT-6 Sol (Medium)config_8991690c485ea7dcfea93958c8eba8f59139a26a7986edbf7874bce3350c00e2 | 50% | غير معروف | 1 |
| 27 | GPT-5.6 Sol (XHigh) automationbench:GPT-5.6 Sol (XHigh)config_6914105bab6b84c5f7857a2daf10cece7fcb4d8dddd505c553f87f034e308fc7 | 49% | غير معروف | 1 |
| 28 | Claude Opus 5 (XHigh) automationbench:Claude Opus 5 (XHigh)config_379a60c5001bd6e347dcb9bba5e3b43039bb97f4873a41c6a9cef13654870ccf | 47% | غير معروف | 1 |
| 29 | GPT-6 Astra (None) automationbench:GPT-6 Astra (None)config_e0b5ab861bbb87d5302dfdcbf53d1cdbd54665212c0848975a0be745fc54e14e | 47% | غير معروف | 1 |
| 30 | GPT-5.6 Sol (High) automationbench:GPT-5.6 Sol (High)config_48d7667275573b7f84817bffb5ec6ec29dacc0cab92c3c5221335df4c4bb778e | 46% | غير معروف | 1 |
| 31 | Claude Opus 5.5 (default fallbacks, Low) automationbench:Claude Opus 5.5 (default fallbacks, Low)config_800d2388f620e5a5f20eef6c3d8634c88201853f5fad8a2fad124433dd44f85d | 45% | غير معروف | 1 |
| 32 | Claude Opus 5 (Medium) automationbench:Claude Opus 5 (Medium)config_38af236b2377faa1da2903ec87e4e8f14bcf8b96ff6dd9f2fffacf69b30e9c01 | 44% | غير معروف | 1 |
| 33 | GPT-5.6 Terra (Max) automationbench:GPT-5.6 Terra (Max)config_66ab823f13f439e05e8d8001792d1c4c28d3ec56bfe2dd9d3bf63dd1407d2cfd | 44% | غير معروف | 1 |
| 34 | Claude Sonnet 5.5 (default fallbacks, Medium) automationbench:Claude Sonnet 5.5 (default fallbacks, Medium)config_3560eaf095efa2d9a30365236cec46651041d20016cbf77cf4616c66f6b134ba | 43% | غير معروف | 1 |
| 35 | Kimi K3 automationbench:Kimi K3config_7fe334a4ba41ed28eb6687619f824748ebd7d4cbe9e99cbbc796d00233f7ff2b | 42% | غير معروف | 1 |
| 36 | Claude Fable 5.1 (Max) automationbench:Claude Fable 5.1 (Max)config_5a05961823ba6f70a3e2e768a7f45bfd863c22abfd6cd358f58566ed229d2c83 | 42% | غير معروف | 1 |
| 37 | Claude Fable 5.1 (XHigh) automationbench:Claude Fable 5.1 (XHigh)config_7f4f479be11ddadd0afd2f3cfbb3488555fed2308346fe2e0749498ba7c6cd7d | 40% | غير معروف | 1 |
| 38 | GPT-6 Sol (Low) automationbench:GPT-6 Sol (Low)config_1bd5e38efb3ba147b60840c08f238ca2f71746d64ea30531aa0693e53c4a938e | 39% | غير معروف | 1 |
| 39 | Muse Spark 1.3 (Max) automationbench:Muse Spark 1.3 (Max)config_843ac9cf1d323628644076897150b6dbb112c5dc07c08c5a953d78dba9e6df0d | 38% | غير معروف | 1 |
| 40 | GPT-6 Luna (Max) automationbench:GPT-6 Luna (Max)config_b76316b06957619144608fa6606d170063ba394dd5f95b0f5749ae897bca6673 | 38% | غير معروف | 1 |
| 41 | Claude Opus 5 (High) automationbench:Claude Opus 5 (High)config_ee7ea30c3c59725eadd7a39119f3a97212ec84a86ab3f654f8d64c73e8e2786c | 38% | غير معروف | 1 |
| 42 | Claude Opus 5 (Low) automationbench:Claude Opus 5 (Low)config_b4fd15298892317616ae4d34fd5dd4ab6048d96d82232bdaee2783bc4e4fba1a | 38% | غير معروف | 1 |
| 43 | GPT-5.6 Sol (Medium) automationbench:GPT-5.6 Sol (Medium)config_c72ba89a8964da6640cd2110b783cdfedb335585b95cd3c6b91d0deab5c8f2e8 | 36% | غير معروف | 1 |
| 44 | Claude Sonnet 5.5 (default fallbacks, Between tools) automationbench:Claude Sonnet 5.5 (default fallbacks, Between tools)config_dd8b98785baf8f3f1260e2caa1f113add821b2615aee2ff6c405b4865a9372ea | 34% | غير معروف | 1 |
| 45 | Claude Sonnet 5.5 (default fallbacks, Low) automationbench:Claude Sonnet 5.5 (default fallbacks, Low)config_035c383289bf40bf0aa358453f36f0328f095913f12bc4ad3cd1569b33571835 | 34% | غير معروف | 1 |
| 46 | DeepSeek V4 Flash (Max) automationbench:DeepSeek V4 Flash (Max)config_8adec4fa3f4445669babf6791fd0c8b1d13faaf33fe2e1b5ab77a8578a4b8ae1 | 34% | غير معروف | 1 |
| 47 | Claude Fable 5.0 (Max) automationbench:Claude Fable 5.0 (Max)config_842a0156d3bc02b07e5557c6f76d8817f36c71821facb520fbdc89c69ff7a0c8 | 32% | غير معروف | 1 |
| 48 | GPT-5.6 Luna (Max) automationbench:GPT-5.6 Luna (Max)config_9f407c81e3e732a87ee9966b14be9fed65ccbfd04e208da88a597efc81348ffa | 32% | غير معروف | 1 |
| 49 | Gemini 3.6 Flash (High) automationbench:Gemini 3.6 Flash (High)config_edbc6630272a0a2a0d726c090798ce08f4aefc75f0768687904fe6d52bae8ef1 | 32% | غير معروف | 1 |
| 50 | Claude Opus 4.8 (XHigh) automationbench:Claude Opus 4.8 (XHigh)config_57a659c9e83d821868dab27ab0c159c57b5c97fb718ac66d09d1c5fd5f6f6f87 | 31% | غير معروف | 1 |
| 51 | GPT-5.5 (XHigh) automationbench:GPT-5.5 (XHigh)config_a44921f0a694e40f05bbaf53e494a883740be650b703bdeb2e6d88247204cc91 | 31% | غير معروف | 1 |
| 52 | Claude Opus 4.8 (Max) automationbench:Claude Opus 4.8 (Max)config_6fc288bc8171bcb11a4d115a1236362d6f2c1cace393b9455376b1a7446a6bd0 | 31% | غير معروف | 1 |
| 53 | Gemini 3.6 Flash (Medium) automationbench:Gemini 3.6 Flash (Medium)config_9883ff967e78a4bc23fc63fa7515b224b645585ffa07f0adb4793b3e321de2a0 | 31% | غير معروف | 1 |
| 54 | Claude Fable 5.0 (High) automationbench:Claude Fable 5.0 (High)config_1e09d3f93509113695dc72682b6d4bd1a220ac6f8973c216ab0268c5ac6e85d3 | 30% | غير معروف | 1 |
| 55 | Claude Opus 4.8 (High) automationbench:Claude Opus 4.8 (High)config_7af054dd8b90178d41fa5ba45ac6b85a7bd9843dcaecf1792dae961b753dc779 | 30% | غير معروف | 1 |
| 56 | Gemini 3.6 Flash (Low) automationbench:Gemini 3.6 Flash (Low)config_96db8eff7c7487fa8b3edcc5a5b6749f8a26631031b5987c4fab2f292049e971 | 29% | غير معروف | 1 |
| 57 | Claude Fable 5.0 (XHigh) automationbench:Claude Fable 5.0 (XHigh)config_9e1bb3935c837e86f05fbcdb05fbce0a02636a323176f9ee7dd106488e279d29 | 28% | غير معروف | 1 |
| 58 | GPT-5.6 Terra (XHigh) automationbench:GPT-5.6 Terra (XHigh)config_0938f8c812774ae0f3301e7e73f7da3d97672ad7ad16a0e5328e641a5a91c82c | 27% | غير معروف | 1 |
| 59 | GPT-6 Luna (High) automationbench:GPT-6 Luna (High)config_bca94f1f9298e81fe8ba14b154d2a09ce9a1508b6ee4861dd5df64ad82bfd7e4 | 27% | غير معروف | 1 |
| 60 | Claude Opus 4.8 (Medium) automationbench:Claude Opus 4.8 (Medium)config_9bc17cc37c8ee20959203a8f4947c5b3af8bc2609a8396087cdbaa58c01d45af | 26% | غير معروف | 1 |
| 61 | Claude Fable 5.0 (Medium) automationbench:Claude Fable 5.0 (Medium)config_016ff96a0e4331eec7742f8a9d4fd190c38091cc7b4e5bc176cd0f3d68a1b0ee | 25% | غير معروف | 1 |
| 62 | Claude Opus 4.8 (Low) automationbench:Claude Opus 4.8 (Low)config_1933e3ab343725efb7037ee8c4dc8cb0825f9decf507e06c6690479aeb34940f | 25% | غير معروف | 1 |
| 63 | Claude Opus 4.7 (Max) automationbench:Claude Opus 4.7 (Max)config_59e570755a4cf5d7fbb07f086d044c1bbf95cfa2dbf629a504a5ca5ef00d9ddf | 25% | غير معروف | 1 |
| 64 | Gemini 3.5 Flash (High) automationbench:Gemini 3.5 Flash (High)config_755449f4b0a662664c5dbafb0c1d0dbeb840e0293ef0ca007b51d69549ca9561 | 25% | غير معروف | 1 |
| 65 | GPT-5.6 Luna (XHigh) automationbench:GPT-5.6 Luna (XHigh)config_b8209af48673e711712a4e514aa2a6cfa4d0b1f8fee6c10d13dc8ac9dd117e30 | 24% | غير معروف | 1 |
| 66 | GPT-5.5 (High) automationbench:GPT-5.5 (High)config_8eff39f6fbfb5661ca1f0191233bafda3a85e8b642e4070bea355b251519831b | 24% | غير معروف | 1 |
| 67 | GPT-6 Luna (XHigh) automationbench:GPT-6 Luna (XHigh)config_e34d98131c28ce73764be376543465683a40ccd737a87830ffec3e5937ce96be | 23% | غير معروف | 1 |
| 68 | Claude Fable 5.0 (Low) automationbench:Claude Fable 5.0 (Low)config_538922a0f6a51bf97e124666493ed18ea7f0329ba5ad951d9cb396bcbc209790 | 23% | غير معروف | 1 |
| 69 | Claude Haiku 5.5 (default fallbacks, Max) automationbench:Claude Haiku 5.5 (default fallbacks, Max)config_2d730b70968a8445ec73c8964d1d773d21bfdca141a8aecd61edc914ef388709 | 22% | غير معروف | 1 |
| 70 | GPT-5.6 Terra (High) automationbench:GPT-5.6 Terra (High)config_683e62a9dd0be7c3ce9e8da6b7a1fcf7591ada7d4dd9e0206f7fe96677b1f9d2 | 22% | غير معروف | 1 |
| 71 | GPT-5.6 Sol (Low) automationbench:GPT-5.6 Sol (Low)config_98207ee200454b8ea84e956f71ecba3113d7f36d19749b06da86c646b055fc01 | 22% | غير معروف | 1 |
| 72 | GPT-5.4 (XHigh) automationbench:GPT-5.4 (XHigh)config_e8064f3e3a4c1e8d61ed769cf52efb0672f7816498084d140131ffa26193195a | 21% | غير معروف | 1 |
| 73 | Gemini 3.5 Flash (Medium) automationbench:Gemini 3.5 Flash (Medium)config_26955bb84631e73a688c108a6155adfdc11dd856fe5c262f1d36057bb7b3542a | 21% | غير معروف | 1 |
| 74 | Claude Sonnet 5 (Max) automationbench:Claude Sonnet 5 (Max)config_972f27eeef575bb98d84efd9cfa4a1f3d1159d8210431dc30a14b7070ff906b9 | 20% | غير معروف | 1 |
| 75 | Claude Haiku 5.5 (default fallbacks, High) automationbench:Claude Haiku 5.5 (default fallbacks, High)config_e7d0cc2bffe97d13bcd84dc6661c180b1b596bfb9511ead4345d21bb132d36c6 | 19% | غير معروف | 1 |
| 76 | GPT-5.4 (High) automationbench:GPT-5.4 (High)config_f9a4242ec20cdc9f97ad292ac4ac3ad675cbfa489dd1392154e088019786c3b3 | 19% | غير معروف | 1 |
| 77 | Claude Sonnet 5 (High) automationbench:Claude Sonnet 5 (High)config_20282f5cf0dbd7c112d93547824df5fcdee2cde63ea002164dd4701f113cf642 | 18% | غير معروف | 1 |
| 78 | Claude Haiku 5.5 (default fallbacks, XHigh) automationbench:Claude Haiku 5.5 (default fallbacks, XHigh)config_3554b3b0c77b31f9b29d994dc9b7dec9286af6e127eca2d7b9b21e74a9f60978 | 18% | غير معروف | 1 |
| 79 | Claude Opus 4.7 (XHigh) automationbench:Claude Opus 4.7 (XHigh)config_4358b0b845f5bdb1fc0fe74e682a7e6f8611b28ef6e9020d7cfc79b317926dc8 | 18% | غير معروف | 1 |
| 80 | GPT-6 Luna (Medium) automationbench:GPT-6 Luna (Medium)config_aaed56f1623126e9e0f3c9f83fe8fbf57f088abe7a8ea052159749bea11aacb9 | 18% | غير معروف | 1 |
| 81 | GPT-5.6 Luna (High) automationbench:GPT-5.6 Luna (High)config_6d2cc4180e12e117508f5272e4612a8a92945c4b96779a26a8f0ae0becd12c3c | 17% | غير معروف | 1 |
| 82 | Claude Opus 4.7 (High) automationbench:Claude Opus 4.7 (High)config_de903b17293f654071e06d06bbd68685a6b8b1daf141a1536c8828e4506ef7df | 17% | غير معروف | 1 |
| 83 | GPT-6 Sol (None) automationbench:GPT-6 Sol (None)config_0b6eb43d309326b5f507fb96fd383a58ccf83eb6b8d0a617de9be5081c7d0de7 | 17% | غير معروف | 1 |
| 84 | Gemini 3.5 Flash (Low) automationbench:Gemini 3.5 Flash (Low)config_231bbc69d64c7ecdc426b5ddca802275a979a51fc9c79074919b3122df0802c9 | 17% | غير معروف | 1 |
| 85 | GPT-5.5 (Medium) automationbench:GPT-5.5 (Medium)config_656eec9a117375a7a1d64d5d93991d50d899a608624f25c56a5d2c89818e4c16 | 17% | غير معروف | 1 |
| 86 | Gemini 3.1 Pro (preview) (High) automationbench:Gemini 3.1 Pro (preview) (High)config_cfdc83f500f5f2027e4b83edc59e0701a1c000bb9645a20874170899130e1dd7 | 16% | غير معروف | 1 |
| 87 | Claude Haiku 5.5 (default fallbacks, Medium) automationbench:Claude Haiku 5.5 (default fallbacks, Medium)config_9f8d37e89ebdeb515dc7d6ec7db89a53eedd3872a4414d8abda399b9f7fcc557 | 16% | غير معروف | 1 |
| 88 | GPT-5.6 Terra (Medium) automationbench:GPT-5.6 Terra (Medium)config_f4ab754d979d37b2482d7f87e1438f5495ac5188a8cfeb8c4d1f4fceec5bdf3a | 15% | غير معروف | 1 |
| 89 | GLM 5.2 (Max) automationbench:GLM 5.2 (Max)config_0c13ca0ba185e27a9f5c82afde759268a5f5e77f5594464c0103d3957d614a99 | 14% | غير معروف | 1 |
| 90 | Claude Sonnet 5 (XHigh) automationbench:Claude Sonnet 5 (XHigh)config_46217d1aac5ae584b99d820b707bf9a7ced9949c46d9b327d5de4da4df08aab0 | 14% | غير معروف | 1 |
| 91 | GPT-5.6 Terra (Low) automationbench:GPT-5.6 Terra (Low)config_617e8371d486c79f25c0e07ae993e3495c113b65fc930005ee07b38fb44deec6 | 14% | غير معروف | 1 |
| 92 | Gemini 3.1 Pro (preview) (Medium) automationbench:Gemini 3.1 Pro (preview) (Medium)config_c8fd43f830cbdb9b4503da89b1db1ec30caa30f3879ebae54294322105660a5b | 13% | غير معروف | 1 |
| 93 | Claude Opus 4.7 (Medium) automationbench:Claude Opus 4.7 (Medium)config_2800b26b583f7d5d02436aae781338e2a96e54e82429d8191e16676583b5de1a | 13% | غير معروف | 1 |
| 94 | GLM 5.1 (Max) automationbench:GLM 5.1 (Max)config_55964024fb11ee6532d7554782d28f013f1056dbf08ebb8c9bd447189e6cfb73 | 12% | غير معروف | 1 |
| 95 | Claude Haiku 5.5 (default fallbacks, Low) automationbench:Claude Haiku 5.5 (default fallbacks, Low)config_34ae6300e749bf6a300ffb78bd3ee3c48e0a47d5c09df05e1daa18a8777d97bd | 11% | غير معروف | 1 |
| 96 | Claude Sonnet 5 (Medium) automationbench:Claude Sonnet 5 (Medium)config_69f2227cb119fd66a3ec31face79684824168194551dc155b990cebd7ed9f33d | 11% | غير معروف | 1 |
| 97 | Claude Opus 4.7 (Low) automationbench:Claude Opus 4.7 (Low)config_0ace5839fcad4044d3df332bae99e48417cbbf6744e139c5c78b4e135428ccf1 | 10% | غير معروف | 1 |
| 98 | Claude Sonnet 4.6 (Max) automationbench:Claude Sonnet 4.6 (Max)config_b98e2fee1d3cf0c74de948a3d0d45b5b80c9f51a16a7f5d660c823a1cb292226 | 10% | غير معروف | 1 |
| 99 | GPT-5.4 (Medium) automationbench:GPT-5.4 (Medium)config_d1966837232621d34f8fc04ca0a4b7e80b692c23a077aa498455ead06822bd81 | 10% | غير معروف | 1 |
| 100 | Claude Sonnet 4.6 (High) automationbench:Claude Sonnet 4.6 (High)config_917f2ef386a3a6346baf40eb79c1e64adcd06b4922ac984800b0ce54f1171f51 | 9% | غير معروف | 1 |
| 101 | Minimax M3 (Max) automationbench:Minimax M3 (Max)config_0b34173771cf7e524bf382430c1f0bddec294a39a446c29f1d2838f536d6f2c9 | 9% | غير معروف | 1 |
| 102 | Gemini 3.1 Pro (preview) (Low) automationbench:Gemini 3.1 Pro (preview) (Low)config_9c231cb0712e622189c62e9d503de44ce2e978d4bb9970b0b1cdcaa60df629f6 | 8% | غير معروف | 1 |
| 103 | Qwen 3.6+ (High) automationbench:Qwen 3.6+ (High)config_ac8c95d3767eb2450487c2de81bb2dd53fee30be7c5348cdad6aaa714dd0f03d | 8% | غير معروف | 1 |
| 104 | GPT-5.6 Luna (Medium) automationbench:GPT-5.6 Luna (Medium)config_7a9ec1209ea915c2f075866e5c9e7e496774b0e4098e9cecadfa82fc82247085 | 8% | غير معروف | 1 |
| 105 | Gemini 3.5 Flash Lite (Medium) automationbench:Gemini 3.5 Flash Lite (Medium)config_5965182fe9b7ac2b4b4bb68e3a68f28e12fa95580a161dff9e32b8cbbb17b45e | 7% | غير معروف | 1 |
| 106 | GPT-5.6 Sol automationbench:GPT-5.6 Solconfig_0fe3df83d5405cb879e7c888d3ec219c37f8abfb1b77fac891c4d1a83bec7ef2 | 7% | غير معروف | 1 |
| 107 | Qwen 3.7+ automationbench:Qwen 3.7+config_b1ab5e4e13101409eda689ce8df061d2b2c0d934660398fa80ddea334e3250a2 | 7% | غير معروف | 1 |
| 108 | Claude Sonnet 4.6 (Medium) automationbench:Claude Sonnet 4.6 (Medium)config_60e7088d0f31383097dd602e14d9c3293c966054d0a1a86a59362b9a01100b83 | 7% | غير معروف | 1 |
| 109 | Claude Sonnet 5 (Low) automationbench:Claude Sonnet 5 (Low)config_d512e3d3de66475a32922dd7c1fcea8ff173d6c57fb3126d644cafbcd373d3db | 7% | غير معروف | 1 |
| 110 | Gemini 3.5 Flash Lite (High) automationbench:Gemini 3.5 Flash Lite (High)config_a1f5d3b72d69f9325d23335544f0cb70a1b4ef6115866fd4f4e2ebfbe10ba194 | 6% | غير معروف | 1 |
| 111 | Kimi K2.7 Code automationbench:Kimi K2.7 Codeconfig_ab845b1f3ab15c72ebe2f75b680321bc084498e7d4c7e7fdf618ce0d0e9df307 | 6% | غير معروف | 1 |
| 112 | Claude Sonnet 4.6 (Low) automationbench:Claude Sonnet 4.6 (Low)config_0ccde52aa509afd4e2350cb38a101a54b7665b73a20654c5a17a66aaa7271c05 | 5% | غير معروف | 1 |
| 113 | GPT-5.5 (Low) automationbench:GPT-5.5 (Low)config_24e8d53c0136d8b5629ecff77e4455c68b17328ff9f8296451a1cbd32c3bfc0b | 5% | غير معروف | 1 |
| 114 | Kimi K2.6 automationbench:Kimi K2.6config_f459a46c670d91cee6f393e92df639704024fd609fd9772213160ed6b2f0382b | 5% | غير معروف | 1 |
| 115 | GPT-5.6 Luna (Low) automationbench:GPT-5.6 Luna (Low)config_f3f80ec5f6bcba5acda6376458367925ac1495556eb56c1f3de677a3f4b14d56 | 3% | غير معروف | 1 |
| 116 | Gemma 4 31B (Max) automationbench:Gemma 4 31B (Max)config_76f665c645a8364c51556168df78bf0eea23138b7a2b5da4677778f80647fdd4 | 3% | غير معروف | 1 |
| 117 | GPT-5.4 (Low) automationbench:GPT-5.4 (Low)config_4fb251b393d11b9386f207b0f37d67759be0dcaed5ecbcbcb0b77896ba4606e5 | 3% | غير معروف | 1 |
| 118 | GPT-6 Luna (Low) automationbench:GPT-6 Luna (Low)config_4570dbe7a5543ef8a8248ae5c61dc2ebee528e2938861a3dab8c36e9c93250fe | 2% | غير معروف | 1 |
| 119 | Gemini 3.5 Flash (Minimal) automationbench:Gemini 3.5 Flash (Minimal)config_b54c11ea31d7647b3d7db5177afe3a157affea280a4d973fb311e13a5ac35fb4 | 2% | غير معروف | 1 |
| 120 | GPT-5.5 automationbench:GPT-5.5config_11e954943fd9ad77cabe35d72b06200fa98db7508157154de7c3785df6605897 | 2% | غير معروف | 1 |
| 121 | GPT-5.6 Terra automationbench:GPT-5.6 Terraconfig_cf03f5b3c4e7a90d8a90130659a125a2377620b1d4b57ce89ccd6d5b184c9c6a | 1% | غير معروف | 1 |
| 122 | Claude Haiku 4.5 automationbench:Claude Haiku 4.5config_99e5bf5740dd30017b10fe9e3fe1e4ea8edb3f10d66879ee9bbfa545d4f1ef14 | 1% | غير معروف | 1 |
| 123 | Minimax M2.7 (High) automationbench:Minimax M2.7 (High)config_bea74616b427750ea86b97daee9f4973d8894f2958d5cb66a35740ab3e41eb0c | 1% | غير معروف | 1 |
| 124 | GPT-6 Luna (None) automationbench:GPT-6 Luna (None)config_415054aa14c4ebcb5967ebb9c853eb09f6f5951d2b3334f17783a5d0fa7e19cc | 1% | غير معروف | 1 |
| 125 | GPT-5.4 automationbench:GPT-5.4config_5471863f8d76f77203a971b328349f3a41a8c9c6b3fb7f436e38250d2bcd80a0 | 0% | غير معروف | 1 |
| 126 | GPT-5.6 Luna automationbench:GPT-5.6 Lunaconfig_bc7a49651846ff7d1b19f8a048bc5bf5f309f59aea304331361eb342ea17a0af | 0% | غير معروف | 1 |
| 127 | GPT-OSS 120B (High) automationbench:GPT-OSS 120B (High)config_cfa46f246cd66e02d2b0dd618d8de1f72d1e999d10abe5661068575dfbb636a4 | 0% | غير معروف | 1 |
| 128 | Gemini 3.5 Flash Lite (Low) automationbench:Gemini 3.5 Flash Lite (Low)config_f9644e1833ae570913681da98d4ba6f799add0287f54495d4696bc9704bd2858 | 0% | غير معروف | 1 |
أدلة المستكشف
MCP-Atlas
المصادر مختلفة؛ تُعرض بشكل منفصل، ولا تُجمع أبدًا في متوسط. رُصدت في ؛ صالحة حتى .
| الترتيب | التكوين | القدرة | عدم اليقين | العائلات |
|---|---|---|---|---|
| 1 | Muse Spark 1.1 mcp-atlas:Muse Spark 1.1config_865e6ef688acad27a266666361d822a7e12a1942834149471cf90eb044a5cc19 | 100% | غير معروف | 1 |
| 2 | claude-Fable 5.1 mcp-atlas:claude-Fable 5.1config_f328e3998ed1b45103e1649d2a56eb49ab52c4778c1c7fbb601e4a09c6aeaa84 | 98% | غير معروف | 1 |
| 3 | claude-opus-5 mcp-atlas:claude-opus-5 | xhighconfig_3b3da0e8d86c658bad97c185bb9a483596e0071070d7cf422d13e9cc9fe0b05a | 95% | غير معروف | 1 |
| 4 | Qwen3.8-2.4T-A95B mcp-atlas:Qwen3.8-2.4T-A95B | xhighconfig_1390b81eca2217ffd224a50bf934dcc42987b13c9d626c93327d94eb0f77af78 | 92% | غير معروف | 1 |
| 5 | GLM 5.3 mcp-atlas:GLM 5.3config_4230f907d1dac8530ad295039e60329f300e8b5c03fbdce4de791a419dedd214 | 92% | غير معروف | 1 |
| 6 | Gemini 3.5 Flash mcp-atlas:Gemini 3.5 Flash | highconfig_b5619ab8c5a5e56ed4fb07192538b4c60398967a98bd1e84aa003fd40b5e4701 | 91% | غير معروف | 1 |
| 7 | Claude Fable 5 mcp-atlas:Claude Fable 5config_0af42acc3be8b535fe45e8528a110115e3dd4285b0a8d6240ec15d79e7e0a663 | 90% | غير معروف | 1 |
| 8 | kimi-k3 mcp-atlas:kimi-k3 | maxconfig_6f65c5cb596ddad3df6a940b2b8290cd820b7461521faa187b025da51bb12bbc | 88% | غير معروف | 1 |
| 9 | Muse Spark mcp-atlas:Muse Sparkconfig_47028847b57705edc5e8485a9c561b1f1088e683eee397c8f02e5aca140727c7 | 88% | غير معروف | 1 |
| 10 | claude-opus-4-8 mcp-atlas:claude-opus-4-8 | maxconfig_56ece83507303ffc5a54b226e22f8386a83c748a7904b50812c53e8ad254d616 | 88% | غير معروف | 1 |
| 11 | gpt-5.6-sol mcp-atlas:gpt-5.6-solconfig_14e638ae9ebf6ea3d9836679b084df5917ab75b83fc026d187f1b5fc48b4a1ce | 87% | غير معروف | 1 |
| 12 | Inkling-small mcp-atlas:Inkling-smallconfig_f75f6d17e3c366b14091c9625505c7c70b115a94c65fc825da57566170ece92b | 81% | غير معروف | 1 |
| 13 | claude-opus-4-7 mcp-atlas:claude-opus-4-7 | maxconfig_05a06b37c0a4784f1186582e4860942edb8279ac8f2c9a12392cfa5971436ecf | 81% | غير معروف | 1 |
| 14 | gemini-3.1-pro-preview mcp-atlas:gemini-3.1-pro-preview | highconfig_d16487ba4140f90ab8e629b2bd15a10683a8a0b38a5b422addc585163fa8fc2b | 79% | غير معروف | 1 |
| 15 | glm-5p2 mcp-atlas:glm-5p2config_9699b17040d7a7e000ce022b080619085249b28ef899665d8db4775a89f737fc | 78% | غير معروف | 1 |
| 16 | claude-opus-4-6 mcp-atlas:claude-opus-4-6 | maxconfig_07f910f0cb8559b0faf9b23dcb787e5fdbc4c3f879f396903e7bd95686c37c80 | 76% | غير معروف | 1 |
| 17 | Inkling mcp-atlas:Inkling | xhighconfig_40527c8c703ea129249d2e9b7e67687c3ef8098f305b5caec0730ef571e53d5d | 75% | غير معروف | 1 |
| 18 | glm-5p1 mcp-atlas:glm-5p1config_b052e66e22d1ee4d2bad78bd6113209e193d9488c4c8167aa1d24acfb8e5813c | 74% | غير معروف | 1 |
| 19 | gpt-5.5 mcp-atlas:gpt-5.5 | xhighconfig_f5077b4a3b6a10c5fb4ceb2f793cfdc2cac38a5eb5a489a8a3c9aac250172ca6 | 73% | غير معروف | 1 |
| 20 | gpt-5.4 mcp-atlas:gpt-5.4 | xhighconfig_0f3ec8178be2beb726efa9e54d9bbe8b0ebe163b046451b1c0e618665453b129 | 63% | غير معروف | 1 |
| 21 | gemini-3-pro-preview mcp-atlas:gemini-3-pro-previewconfig_83f12c7c544421b5ca5d1de95594c62fae3c76cf7eccba162e4debc2541c8e64 | 63% | غير معروف | 1 |
| 22 | claude-opus-4-5 mcp-atlas:claude-opus-4-5 | highconfig_3554bcad8ceadb2c86d5eef891263f8fd1aa56bae525786b724d3f03c2d2c253 | 62% | غير معروف | 1 |
| 23 | claude-sonnet-4-6 mcp-atlas:claude-sonnet-4-6config_4b53a75c0bf72e6e78ceb7f3710a73def172cecfd1481e27fcd95a9c19efbcf9 | 61% | غير معروف | 1 |
| 24 | gpt-5.2 mcp-atlas:gpt-5.2 | xhighconfig_880a3ad28d5bd24cc745c1e6bf260f3d3d196263b0d8cdf285f6e5956e605818 | 57% | غير معروف | 1 |
| 25 | kimi-k2p5 mcp-atlas:kimi-k2p5config_fba0ee6e849a5c93b689b9d0e3b26034b06b7a2cf9ee2222d6dd7bae9ed30c23 | 51% | غير معروف | 1 |
| 26 | Nemotron 3 Ultra mcp-atlas:Nemotron 3 Ultra | thinkingconfig_90a7dd9d9a4e3539f3d56132efa93b8433610735bd9985371cdf6cb9d9c90879 | 48% | غير معروف | 1 |
| 27 | gemini-3-flash-preview mcp-atlas:gemini-3-flash-previewconfig_c55ef9457cb3ed93270f0f5fd9bde56665511b7d532751c17944fee26cfff272 | 46% | غير معروف | 1 |
| 28 | claude-sonnet-4-5 mcp-atlas:claude-sonnet-4-5 | thinkingconfig_6bff94df52f572fd58c975cffac1e3f415ea59f18493e9d86d141a7a4eb0b839 | 40% | غير معروف | 1 |
| 29 | glm-4p7 mcp-atlas:glm-4p7config_4f4efb7aa85ec2fa61d79749a4c2219af212f5fd4df9f0b743c3ac807193597b | 37% | غير معروف | 1 |
| 30 | gemini-3.1-flash-lite mcp-atlas:gemini-3.1-flash-lite | highconfig_42937da441ce651eb4640549352dc34c2ff35e1c9d9aa539e3fab35e9a28ad9d | 35% | غير معروف | 1 |
| 31 | gpt-5.4-mini mcp-atlas:gpt-5.4-mini | xhighconfig_5131da2f10f8f911dabcc4468860eda25d94ced53ea86759194bac58c9236b14 | 34% | غير معروف | 1 |
| 32 | gpt-5.1 mcp-atlas:gpt-5.1 | highconfig_5cc4d6801b3c13b8d9033fac9aa87f665bd0a7383b61f77e8fbb0c1de9892ed9 | 21% | غير معروف | 1 |
| 33 | o3-pro mcp-atlas:o3-proconfig_e8fdd869d71f2e1bc97d8ea15b2b753bc9b579a1aad2976d16370aca6735df0c | 9% | غير معروف | 1 |
| 34 | claude-haiku-4-5 mcp-atlas:claude-haiku-4-5config_0980c78f9c8c89f5a9484df46ff794b35518b66cbdb0a81dce709b25a7594c9d | 0% | غير معروف | 1 |
أدلة المستكشف
tau3-bench Banking Knowledge
المصادر مختلفة؛ تُعرض بشكل منفصل، ولا تُجمع أبدًا في متوسط. رُصدت في ؛ صالحة حتى .
| الترتيب | التكوين | القدرة | عدم اليقين | العائلات |
|---|---|---|---|---|
| 1 | Qwen 3.8 Max qwen3-8-max_sierra_2026-08-04config_a26a8d10f6a1f8c55b2ae39ab85459ab0c65f1c000c357819e67050c18dcc2fc | 55% | غير معروف | 1 |
| 2 | Claude Opus 5 claude-opus-5_sierra_2026-08-04config_47e4a643a1c879897e35acc19a52271766e0d24716490d433f47f1250db796f5 | 49% | غير معروف | 1 |
| 3 | Grok 4.5 grok-4-5_sierra_2026-08-04config_f4ada0ce1a4b8539b6b16eb70ecd5937576c5612b57153c438fab65dc2644d96 | 48% | غير معروف | 1 |
| 4 | GPT-5.6-sol gpt-5-6-sol_sierra_2026-08-04config_a3711cbeeacfc54666ebdd477195ebcaac4642a7aaff878de8a40aa19416a568 | 47% | غير معروف | 1 |
| 5 | GPT-5.5 gpt-5-5_sierra_2026-05-05config_ad5041576a055588650eb979cd38244d3c92d872d052d82dafb205bfa74cad3d | 45% | غير معروف | 1 |
| 6 | Muse Spark 1.1 muse-spark-1-1_sierra_2026-08-04config_9e9d0ff85e658a60ac616eb6536f77d57ceb67178820283b459b21fc91e37164 | 40% | غير معروف | 1 |
| 7 | Claude Opus 4.7 claude-opus-4-7_sierra_2026-05-05config_442ebf6d5800bf504193b385c4554a54f85fd95ef7845c2c54708c68861e0216 | 40% | غير معروف | 1 |
| 8 | Claude Opus 4.8 claude-opus-4-8_sierra_2026-08-04config_53dbefe80b9536d86ae8cb24809c569e4c07be1cca283343280e6be8bb563145 | 40% | غير معروف | 1 |
| 9 | Claude Fable 5 claude-fable-5_sierra_2026-08-04config_7bf49a074c69d34202fcdb4efe6bd1931566fb4e29b9f6e773de585366ecc67b | 40% | غير معروف | 1 |
| 10 | GPT-5.4 gpt-5-4_sierra_2026-03-25config_81277ce76a2443b26ca7f3db93d65526b5c66a673148fbe228d16db598379eb7 | 39% | غير معروف | 1 |
| 11 | Kimi K3 kimi-k3_sierra_2026-08-04config_0ac9cb2463f2a18ab6613660534e55deb75861bf471271f6aac39d02e4fbc4f8 | 37% | غير معروف | 1 |
| 12 | GLM-5.2 glm-5-2_sierra_2026-08-04config_ebd02a3bcc5de5fdc15841e5214662ff73054096aefd3b9db9de3c1ced3cc679 | 37% | غير معروف | 1 |
| 13 | GPT-5.2 gpt-5-2_sierra_2026-02-26config_0a61de28f7e96ed842d0988f4ff17d52f778051137caca3b12c8809fab3a1e24 | 32% | غير معروف | 1 |
| 14 | Distyl ButtonAgent distyl-buttonagent_distyl_2026-03-25config_91e6242dafc69cf6d5b045dfa3e30dbca4c38c586b61a1ecbb28962e03b9d7c6 | 31% | غير معروف | 1 |
| 15 | Claude Opus 4.6 claude-opus-4-6_sierra_2026-05-05config_79e8f1ddf8bcb22e452c0322f0a78c5fbcba059bfa5acc9acce62e5702eee472 | 27% | غير معروف | 1 |
| 16 | Gemini 3 Flash gemini-3-flash_sierra_2026-03-02config_8095fa144e2c9e0944193c86724a27a3b80ddc5fb3d62d561fa298fa54c79701 | 27% | غير معروف | 1 |
| 17 | Gemini 3.1 Pro Preview gemini-3-1-pro-preview_sierra_2026-05-05config_03d738b190a028db163266b395b4eca0e0f719f7bb43bd1a6db305d10f91fe2d | 26% | غير معروف | 1 |
| 18 | Claude Sonnet 4.5 claude-sonnet-4-5_sierra_2026-02-26config_12ecf4a9f0ae1e2f9815530d97599aef123564d64fddecf8fd39aad2165b1a6e | 25% | غير معروف | 1 |
| 19 | Inkling inkling_sierra_2026-08-04config_4a49384540eefc80eaff83393407119b8902549d0f6a45bed272b60bd4ee4937 | 25% | غير معروف | 1 |
| 20 | Claude Opus 4.5 claude-opus-4-5_sierra_2026-02-26config_311ca40d213a79344ba2b618fe7f29fcf71ff8cbaaa8cab632499a1bf6dc01b0 | 25% | غير معروف | 1 |
| 21 | Grok 4.2 grok-4-2_sierra_2026-05-05config_62cd4f1736a5056e6cf24954b6e0fe45123ac500dcbe4726080840da176bc5a8 | 18% | غير معروف | 1 |
| 22 | Gemini 3 Pro gemini-3-pro_sierra_2026-03-02config_66ed191ca632aad42f3b0c528e2912ccef29a49ac134594c4f0209ac45e77ef7 | 18% | غير معروف | 1 |
| 23 | Grok 4 fast grok-4-fast_sierra_2026-05-05config_3835bdd87e33611308716fcc185637e9d15136981937b1d92c25d7ae29775927 | 16% | غير معروف | 1 |
| 24 | Gemini 2.5 Pro gemini-2-5-pro_sierra_2026-05-05config_5908158689798bbd956792b26fbe7a5a831a7907a7f811a7e974b7231763d00b | 14% | غير معروف | 1 |
| 25 | Grok 4.1 fast grok-4-1-fast_sierra_2026-05-05config_320872c79fbebdc15ccb655f4f54fd38971fc9049a5bdb2a2ce5209a2fc755ea | 13% | غير معروف | 1 |
| 26 | GPT-5.2 gpt-5-2-none_sierra_2026-02-26config_414bd51eab2ed44504e875d40d7cfe5b9246c80ca5bb91ca01accabf5625ea97 | 13% | غير معروف | 1 |
| 27 | GLM-5 glm-5-think_sierra_2026-03-02config_3f1ad20f11e4674c490744ee115c4bc0c88728936353a52de2d451677b63812f | 10% | غير معروف | 1 |
| 28 | Qwen3.5-397B-A17B qwen3.5-397b-a17b-think_sierra_2026-03-02config_54cb0b0fed47395e14ff29324863729b3a12e1f93ad171469ba3b588e56dd177 | 10% | غير معروف | 1 |
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
أدلة المستكشف
Toolathlon
المصادر مختلفة؛ تُعرض بشكل منفصل، ولا تُجمع أبدًا في متوسط. رُصدت في ؛ صالحة حتى .
| الترتيب | التكوين | القدرة | عدم اليقين | العائلات |
|---|---|---|---|---|
| 1 | GLM 5.3 Flash toolathlon-verified:GLM 5.3 Flash | Default | reasoning=maxconfig_a1aadfcb56405a0d0eb191f5135a9d9e2ccb7dee2c238801790214226a6a78ba | 78% | غير معروف | 1 |
| 2 | Kimi K3 toolathlon-verified:Kimi K3 | Default | reasoning=maxconfig_3c68f7e1a7f2486c9ff1b6472b4c236cc5336d62caaede33a34a94c8b18131ba | 77% | غير معروف | 1 |
| 3 | Claude Opus 4.8 toolathlon-verified:Claude Opus 4.8 | Default | reasoning=maxconfig_40bbb60a17931a21d62e2e9759806e9ee686d1024058b5e441fa991ef3511175 | 76% | غير معروف | 1 |
| 4 | Muse Spark 1.2 toolathlon-verified:Muse Spark 1.2 | Default | reasoning=xhighconfig_9feb5dad2c8a17db8a8a081b11fc4f030ecd8b0058bcdf81d49c2fc78dcf1f0a | 76% | غير معروف | 1 |
| 5 | Muse Spark 1.1 toolathlon-verified:Muse Spark 1.1 | Default | reasoning=xhighconfig_b3dd3426004e01579b0fa24d5e2d3af6a1055eea5369d7be8cb7a3bbbc76785f | 76% | غير معروف | 1 |
| 6 | DeepSeek V4 Pro 0813 toolathlon-verified:DeepSeek V4 Pro 0813 | Default | reasoning=maxconfig_a442fb1aa154afa78f31f9333e14fbcceeb68d81bc8ff09f12cbf0a76563a7b7 | 74% | غير معروف | 1 |
| 7 | GPT-5.5 toolathlon-verified:GPT-5.5 | Default | reasoning=xhighconfig_14a00cacba7d65e688a5c760163b8a5c43f157cd0ac3c74a8908ada4bf75af4a | 74% | غير معروف | 1 |
| 8 | Claude Sonnet 5 toolathlon-verified:Claude Sonnet 5 | Default | reasoning=maxconfig_1e92cd632b85b5cae4db98f0747a379d6971e1901e817b6c70ba668a1d4f2581 | 72% | غير معروف | 1 |
| 9 | DeepSeek V4 Flash 0731 toolathlon-verified:DeepSeek V4 Flash 0731 | Default | reasoning=maxconfig_088be908339ec2c5d18efb1d89f10f2a589d84061a7df91df36136544658b0fe | 71% | غير معروف | 1 |
| 10 | Gemini 3.5 Flash toolathlon-verified:Gemini 3.5 Flash | Default | reasoning=highconfig_7424c21364f1c26da7c03d4246703a4574f36bcf742ec051d026f1a2866292a5 | 67% | غير معروف | 1 |
| 11 | Gemini 3.1 Pro toolathlon-verified:Gemini 3.1 Pro | Default | reasoning=highconfig_6387719edef57bba35460d38ec2768197f35735c9d27dfbc49a4dacf8b8749c4 | 61% | غير معروف | 1 |
| 12 | GLM 5.2 toolathlon-verified:GLM 5.2 | Default | reasoning=maxconfig_32d1f9502ae274db028b789ff6ea67f263fbea181b3f45dd6ab9a33c40321138 | 60% | غير معروف | 1 |
| 13 | Kimi K2.7 Code toolathlon-verified:Kimi K2.7 Code | Defaultconfig_013440bcabc69495c6ad1bfdd9fbf082239f7167ccc9dc6f3a721aacb6144341 | 58% | غير معروف | 1 |
| 14 | Kimi K2.6 toolathlon-verified:Kimi K2.6 | Defaultconfig_c6aa2be8da38947cda5c3c1ab5ce5ba57e8dd5b1a105e0734ec8b3d785cf6e9a | 58% | غير معروف | 1 |
| 15 | Gemini 3.5 Flash-Lite toolathlon-verified:Gemini 3.5 Flash-Lite | Default | reasoning=highconfig_425f38f920acec6ada6502aa651d29309804f062d7ed03c8eed3c54fa62c02d5 | 57% | غير معروف | 1 |
| 16 | Hy3 toolathlon-verified:Hy3 | Default | reasoning=highconfig_446911b3349e7d3b5aad2cacc1d0b27500170fc47e6e2a36c433ae9723f807b4 | 57% | غير معروف | 1 |
| 17 | DeepSeek V4 Pro toolathlon-verified:DeepSeek V4 Pro | Default | reasoning=maxconfig_7527b100f7599e56734b703f9af93a6879ba5d71dd9e6ee4c136a08140172023 | 56% | غير معروف | 1 |
| 18 | Inkling-Small toolathlon-verified:Inkling-Small | Default | reasoning=xhighconfig_2ed2bf4206c9be5f348242ccb5526dc4a6b0195f657a6b33e34f7be422924e5d | 54% | غير معروف | 1 |
| 19 | DeepSeek V4 Flash toolathlon-verified:DeepSeek V4 Flash | Default | reasoning=maxconfig_f8a8eb20465f68c1be43c3ad9d4e9c2d41a80a4425f90ea4071fd5ba0355acf8 | 51% | غير معروف | 1 |
| 20 | MiMo V2.5 toolathlon-verified:MiMo V2.5 | Defaultconfig_5fbd46f4fa4376922f5b7517a6d938344057a9542a0428d8b0f62cef6a1b2f2d | 49% | غير معروف | 1 |
| 21 | MiniMax M2.7 toolathlon-verified:MiniMax M2.7 | Defaultconfig_60f8d3600b9bcb5b8877cbd43ef898f2662079d65b4a7db91dc9319f8507dee6 | 48% | غير معروف | 1 |
| 22 | Inkling toolathlon-verified:Inkling | Default | reasoning=xhighconfig_cb28eb8804eaba125c2e9fce39868f34be7b2e47fb2da8261a4f54b3f73d5427 | 46% | غير معروف | 1 |
| 23 | Qwen3.5 397B-A17B toolathlon-verified:Qwen3.5 397B-A17B | Defaultconfig_69d341d1f12b8f7988cf1cbd0f72515cb5fab5ddcb250c6ce72a038de5a66e00 | 41% | غير معروف | 1 |
| 24 | Nemotron 3 Ultra toolathlon-verified:Nemotron 3 Ultra | Defaultconfig_e3ea78145d4d26cc32da136c704897302f33b6b7cb7d7beba53fcc66f7be9c5e | 34% | غير معروف | 1 |
| 25 | Kimi K2.5 toolathlon-verified:Kimi K2.5 | Defaultconfig_8be3ad7082404c320dce37e31ba992fae9c1f78835fc94cef5b7b4e2504672a5 | 33% | غير معروف | 1 |
لا توجد أدلة مستقلة كافية لتكوين مجموعة أعلى
- لم يتم التحقق من معايرة النتائج
- تداخل الإعدادات أقل من الحد المطلوب
- تغطية عائلات المعايير المستقلة أقل من الحد المطلوب