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τ³-bench Banking

Tau-3 Banking agentic evaluation (AA / vendor-cited).

18 current versions with results · 55 current models · older versions hidden

Higher is better · %. Missing results are not zero. Expand Evidence for source dates, efforts and harness notes.

τ³-bench Banking results for latest model versions
Provider Published / checked Evidence
GLM-5.3Z.aiZ.ai50.3%2026-09-20
All 1 recorded result & sources

50.3% · raw 50.3 %

Headline · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Banking domain, not tau2 or telecom. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run.

https://www.stepfun.com/step-5-preview
Qwen3.8 27BAlibaba (Qwen)Alibaba (Qwen)50%2026-10-03
All 1 recorded result & sources

50% · raw 50 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-03

Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). Banking alltools retrieval configuration; avg@4; context overflow scores zero. As reported by Aleph Alpha for Qwen3.8 27B; preserves existing own-vendor headline when present.

https://huggingface.co/Aleph-Alpha/Kolibri-1
Claude Fable 5.1AnthropicAnthropic47.2%2026-09-20
All 1 recorded result & sources

47.2% · raw 47.2 %

Headline · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Banking domain, not tau2 or telecom. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run.

https://www.stepfun.com/step-5-preview
Step 5 PreviewStepFunStepFun42.5%2026-09-20
All 1 recorded result & sources

42.5% · raw 42.5 %

Headline · high effort · Own vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Banking domain, not tau2 or telecom. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Step 5 Preview high effort.

https://www.stepfun.com/step-5-preview
GPT-6 AstraOpenAIOpenAI41.4%2026-09-20
All 1 recorded result & sources

41.4% · raw 41.4 %

Headline · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Banking domain, not tau2 or telecom. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run.

https://www.stepfun.com/step-5-preview
Kolibri-1Aleph AlphaAleph Alpha38.1%2026-10-03
All 1 recorded result & sources

38.1% · raw 38.1 %

Headline · high effort · Own vendor

Source/record date: 2026-10-03

Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). Banking alltools retrieval configuration; avg@4; context overflow scores zero.

https://huggingface.co/Aleph-Alpha/Kolibri-1
Beam 1.0Reflection AIReflection AI36.1%2026-10-17
All 4 recorded results & sources

36.1% · raw 36.1 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned BF16; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

36.8% · raw 36.8 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned FP8; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

35.4% · raw 35.4 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned NVFP4; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

38% · raw 38 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-05

Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. Beam early-access preview, reported by Reflection. Demoted 2026-10-17: retained preview observation; released BF16 card now supplies the current headline.

https://reflection.ai/blog/introducing-beam
GLM-5.3-FlashZ.aiZ.ai34.9%2026-10-15
All 2 recorded results & sources

34.9% · raw 34.85 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-15

Harness: As reported by NVIDIA for the exact approved peer. NeMo Gym; report Table 10 and §§3.8–3.9. AA Omniscience uses 600 public questions / 10 repeats with GPT-5.6 Luna judge. SciCode uses scientist background / 8 repeats and distinguishes subtask vs whole-problem accuracy. GPQA averages 8 repeats; APEX Shortlist 16 repeats, no tools. HLE text-only has 2,158 questions; full HLE 2,500 with one sample. Video-MME v2 has no subtitles; V* has no search tool. OSWorld excludes Google Drive tasks (361), screenshot-only pyautogui, 100 steps and partial-credit mean over 3 runs. GraphWalks averages F1 across BFS and parents on the same 950/1,150 prompts fitting ≤1M. IFBench is mean fraction of constraints satisfied under strict verification, not prompt all-pass. Checked 15 October 2026; execution date and selectable model effort unpublished unless explicitly stated.

https://research.nvidia.com/labs/nemotron/files/NVIDIA-Nemotron-3.5-Super-and-Lightning-Technical-Report.pdf#page=23

34.8% · raw 34.8 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-15

Harness: As reported by NVIDIA for the exact approved peer. Exact released BF16 card table. Conflicts/rounding versus detailed report remain non-headline alternatives; detailed report supplies the precise protocol. Raw card label: tau3-bench banking. Checked 15 October 2026; execution date and selectable model effort unpublished unless explicitly stated. Alternative source/configuration; does not replace the existing headline.

https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-BF16
Kimi K3Moonshot AIMoonshot AI33.4%2026-07-16
All 3 recorded results & sources

33.4% · raw 33.4 %

Headline · max effort · Own vendor

Source/record date: 2026-07-16

τ³-Banking; Moonshot cites Artificial Analysis as of 2026-07-23 Provenance corrected 2026-10-06: published on Moonshot’s own model card; vendor quotes AA, not a peer-vendor comparison.

https://github.com/MoonshotAI/Kimi-K3

37.1% · raw 37.1 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-05

Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. As reported by Reflection; peer comparison, not an independent evaluator record.

https://reflection.ai/blog/introducing-beam

46% · raw 46 %

Alternative · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Banking domain, not tau2 or telecom. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. Existing headline retained; alternate vendor configuration/evidence, no averaging.

https://www.stepfun.com/step-5-preview
Mercury 3Latest versionInceptionInception30.2%2026-10-19
All 1 recorded result & sources

30.2% · raw 30.24 %

Headline · medium effort · Own vendor

Source/record date: 2026-10-19

Inception launch comparison; exact reported value 30.24. Own-model vendor measurement. Banking domain; simulator, harness and repeat aggregation are unpublished. All three named figure columns use medium. Execution date, seeds, task budgets and detailed harness are unpublished unless stated. Vendor claims are separate from evaluator-run results.

https://framerusercontent.com/images/YO5OXn25zt3KJBJkUxO2kAwmS6o.png?lossless=1&width=1364&height=1678
GPT-6 LunaOpenAIOpenAI23%2026-10-19
All 1 recorded result & sources

23% · raw 23 %

Headline · medium effort · Peer vendor

Source/record date: 2026-10-19

Inception launch comparison; exact reported value 23. Peer value as reported by Inception; existing own-vendor headline retained. Banking domain; simulator, harness and repeat aggregation are unpublished. All three named figure columns use medium. Execution date, seeds, task budgets and detailed harness are unpublished unless stated. Vendor claims are separate from evaluator-run results.

https://framerusercontent.com/images/YO5OXn25zt3KJBJkUxO2kAwmS6o.png?lossless=1&width=1364&height=1678
Solar Pro 4UpstageUpstage23%2026-08-11
All 1 recorded result & sources

23% · raw 23 %

Headline · unknown effort · Own vendor

Source/record date: 2026-08-11

Harness: Upstage vendor-cited Artificial Analysis August 2026 observation, not direct current AA data. The chart labels these internally measured while prose cites AA; provenance disagreement is retained and not resolved by guessing. Exact approved Solar Pro 4; Solar Open 2 is a separate, unapproved comparison peer. Checked 16 October 2026.

https://www.upstage.ai/blog/en/solar-pro-4
Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIANVIDIA18.9%2026-10-15
All 2 recorded results & sources

18.9% · raw 18.88 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-15

Harness: NVIDIA evaluation of the released BF16 post-trained model. NeMo Gym; report Table 10 and §§3.8–3.9. AA Omniscience uses 600 public questions / 10 repeats with GPT-5.6 Luna judge. SciCode uses scientist background / 8 repeats and distinguishes subtask vs whole-problem accuracy. GPQA averages 8 repeats; APEX Shortlist 16 repeats, no tools. HLE text-only has 2,158 questions; full HLE 2,500 with one sample. Video-MME v2 has no subtitles; V* has no search tool. OSWorld excludes Google Drive tasks (361), screenshot-only pyautogui, 100 steps and partial-credit mean over 3 runs. GraphWalks averages F1 across BFS and parents on the same 950/1,150 prompts fitting ≤1M. IFBench is mean fraction of constraints satisfied under strict verification, not prompt all-pass. Checked 15 October 2026; execution date and selectable model effort unpublished unless explicitly stated.

https://research.nvidia.com/labs/nemotron/files/NVIDIA-Nemotron-3.5-Super-and-Lightning-Technical-Report.pdf#page=23

19.9% · raw 19.85 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-15

Harness: NVIDIA evaluation of the released BF16 post-trained model. Bolt report Table 7: explicit BF16 columns; all other metrics inherit Super parent evaluation setup. GDPVal is a published index, not Elo or percent; its mapping to Table 10 normalization is not asserted. MCP-Atlas uses the official evaluator on 500 public tasks with reasoning on, not the full 1,000-task suite. WebArena uses 812 public tasks, screenshot vision, vLLM temp 1.0/top_p 0.95, 100 steps, internal string/URL/programmatic checks. BrowseComp uses Exa. Super values differ from its main launch run and remain alternatives. Checked 15 October 2026; execution date and selectable model effort unpublished unless explicitly stated. Alternative source/configuration; does not replace the existing headline.

https://research.nvidia.com/labs/nemotron/files/NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB-Technical-Report.pdf#page=16
Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIANVIDIA17%2026-10-15
All 1 recorded result & sources

17% · raw 17.01 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-15

Harness: NVIDIA evaluation of the released BF16 post-trained model. Bolt report Table 7: explicit BF16 columns; all other metrics inherit Super parent evaluation setup. GDPVal is a published index, not Elo or percent; its mapping to Table 10 normalization is not asserted. MCP-Atlas uses the official evaluator on 500 public tasks with reasoning on, not the full 1,000-task suite. WebArena uses 812 public tasks, screenshot vision, vLLM temp 1.0/top_p 0.95, 100 steps, internal string/URL/programmatic checks. BrowseComp uses Exa. Super values differ from its main launch run and remain alternatives. Checked 15 October 2026; execution date and selectable model effort unpublished unless explicitly stated.

https://research.nvidia.com/labs/nemotron/files/NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB-Technical-Report.pdf#page=16
Gemma 4 26B-A4BGoogleGoogle14%2026-10-19
All 1 recorded result & sources

14% · raw 14.02 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-19

Harness: NVIDIA same-suite vendor comparison of exact Gemma4 26B-A4B-it (confirmed figure label). As reported by NVIDIA; effort and inference precision unpublished for the peer.

https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16/blob/a9904d24bcc1d289a1950fa9d2b978c47cf903b9/README.md
Claude Haiku 5.5AnthropicAnthropic13.1%2026-10-19
All 1 recorded result & sources

13.1% · raw 13.06 %

Headline · medium effort · Peer vendor

Source/record date: 2026-10-19

Inception launch comparison; exact reported value 13.06. Peer value as reported by Inception; existing own-vendor headline retained. Banking domain; simulator, harness and repeat aggregation are unpublished. All three named figure columns use medium. Execution date, seeds, task budgets and detailed harness are unpublished unless stated. Vendor claims are separate from evaluator-run results.

https://framerusercontent.com/images/YO5OXn25zt3KJBJkUxO2kAwmS6o.png?lossless=1&width=1364&height=1678
Nemotron 3.5 Lightning 30B-A3BNVIDIANVIDIA9.3%2026-10-19
All 1 recorded result & sources

9.3% · raw 9.28 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-19

Harness: NVIDIA release NeMo Gym/Evaluator; BF16 reference weights. τ³-bench (Banking). Source comparison metrics are vendor-run, not independent AA. Thinking enabled without an API effort label; benchmark-specific sampling/repeats are in the official recipes.

https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16/blob/a9904d24bcc1d289a1950fa9d2b978c47cf903b9/README.md
LFM2.5-24B-A2BLiquid AILiquid AI8%2026-10-13
All 1 recorded result & sources

8% · raw 8.04 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-13

Harness: Liquid AI vendor evaluation of the released reasoning-only checkpoint. Official GPT-5.2 user model at low reasoning effort, default BM25 retrieval; agent temperature 0, maximum output 16,384 tokens per turn. The user simulator effort is not the evaluated model effort. Evaluation date unpublished; source checked 13 October 2026. No selectable effort level is specified.

https://www.liquid.ai/blog/lfm2-5-24b-a2b
Agens Volundr 32B v1BlockwayBlockway——No recorded result
Claude Opus 5.5AnthropicAnthropic——No recorded result
Claude Sonnet 5.5AnthropicAnthropic——No recorded result
DeepSeek V4.1 Flash 1017Latest versionDeepSeekDeepSeek——No recorded result
Gemini 3.8 FlashGoogleGoogle——No recorded result
Gemini 4 ArgonGoogleGoogle——No recorded result
Gemma 4 12B UnifiedGoogleGoogle——No recorded result
Gemma 4 31BGoogleGoogle——No recorded result
Gemma 4 E2BGoogleGoogle——No recorded result
Gemma 4 E4BGoogleGoogle——No recorded result
GoTo-AI-Gemma-3-27B-ITGoTo / AI SingaporeGoTo / AI Singapore——No recorded result
GPT-5.6 TerraOpenAIOpenAI——No recorded result
GPT-6.1 SolOpenAIOpenAI——No recorded result
Grok 4.7xAIxAI——No recorded result
Hy-Memory-30B-A3BTencent HunyuanTencent Hunyuan——No recorded result
Hy4 previewTencentTencent——No recorded result
Jais 3 32BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 375B-A23BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 MoVA 36B-A4BIFM / Inception42IFM / Inception42——No recorded result
Ling 3.0 Flash VLinclusionAIinclusionAI——No recorded result
Ling 3.1 FlashinclusionAIinclusionAI——No recorded result
MiMo-V2.6-Distill-Qwen-9BXiaomiXiaomi——No recorded result
MiMo-V2.6-FlashXiaomiXiaomi——No recorded result
MiMo-V2.6-ProXiaomiXiaomi——No recorded result
MiniCPM-V 4.7 35B-A3BOpenBMBOpenBMB——No recorded result
MiniMax M3.1 FlashMiniMaxMiniMax——No recorded result
Mistral Large 4Mistral AIMistral AI——No recorded result
Muse Spark 1.3MetaMeta——No recorded result
Muse Spark OpenMetaMeta——No recorded result
Muse WonderMetaMeta——No recorded result
Muse Wonder FullMetaMeta——No recorded result
Naive-N0.5-FlashNaiveAINaiveAI——No recorded result
Nex-N2.5-ProNex AGINex AGI——No recorded result
Pareto 26.10 PreviewUnbiasedUnbiased——No recorded result
Qwen3.8 FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Max (0902)Alibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Omni FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result

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