AIEvals

Benchmarks

τ²-Bench Telecom

Customer-support tool use requiring an agent and user to coordinate actions in a shared telecom environment.

Tool useArtificial Analysis323 models run by Artificial AnalysisUpdated 30 September 2026

How it is run

Artificial Analysis publishes its independent telecom-domain runs. This table selects the highest published effort per model release, retaining the setting.

What it cannot tell you

Telecom results are domain-specific and separate from τ³-Banking; scores from different domains or versions must not be merged.

Leader
JT-35B-Flash99.12% · Artificial Analysis results, grouped here by release
Top-ten spread
1.46%Leader minus tenth place, or last place in smaller fields.
Median
36.55%of the 323 rows published
No published result
36of 46 models on this site

Artificial Analysis results by release

Highest published effort per model release, grouped here from AA’s public results. Grouping ranks are derived here; source settings and model-publisher reports stay separate.

#ModelScoreEffort
1JT-35B-Flash99.12%Not specified
1GLM-5.299.12%max
3GLM-4.7-Flash98.83%Not specified
4GLM-5-Turbo98.54%Not specified
4GLM 5V Turbo98.54%Not specified
4Step 3.7 Flash98.54%high
4Claude Fable 598.54%max
8GLM-598.25%Not specified
9GLM-5.197.66%Not specified
9Grok 4.397.66%high
9Qwen3.6 Plus97.66%Not specified
12Grok 4.20 030996.49%Not specified
13DeepSeek V4 Pro 042496.20%max
14Kimi K2.695.91%Not specified
14Qwen3.6 Max Preview95.91%Not specified
14GLM-4.795.91%Not specified
14Kimi K2.595.91%Not specified
18Qwen3.5 397B A17B95.61%Not specified
18Gemini 3.1 Pro Preview95.61%Not specified
20Gemini 3.5 Flash95.32%high
20MiniMax-M2.595.32%Not specified
22MiMo-V2-Pro95.03%Not specified
22DeepSeek V4 Flash 042095.03%max
24Qwen3.7 Max94.74%Not specified
25Claude Opus 4.894.44%max
25Step 3.5 Flash94.44%Not specified
27MiMo-V2.5-Pro94.15%Not specified
27Mistral Medium 3.594.15%high
29Qwen3.5 27B93.86%Not specified
29GPT-5.593.86%xhigh
31Qwen3.6 27B93.57%Not specified
32MiMo-V2-Flash (Feb 2026)93.27%Not specified
32Grok 4.1 Fast93.27%Not specified
32Tri-21B-think Preview93.27%Not specified
35JT-MINI92.98%Not specified
35Qwen3.7 Plus92.98%Not specified
35Kimi K2 Thinking92.98%Not specified
38Nova 2.0 Pro Preview92.69%medium
38Hy3-preview92.69%Not specified
40Ring-2.6-1T92.40%xhigh
41GPT-5.2 Codex92.11%xhigh
41Claude Opus 4.692.11%max
43Muse Spark91.52%Not specified
44MiMo-V2-Omni91.23%Not specified
45MiMo-V2.590.64%Not specified
46Grok 3 mini Reasoning90.35%high
47Kimi K2.7 Code90.06%Not specified
47Trinity Large Thinking90.06%Not specified
49Ling-2.6-1T89.77%Not specified
50Claude Opus 4.589.47%Not specified
50KAT Coder Pro V289.47%Not specified
52Qwen3.5 35B A3B89.18%Not specified
53MiniMax-M388.89%Not specified
54Claude Opus 4.788.60%max
54KAT-Coder-Pro V188.60%Not specified
56Qwen3.5 Omni Plus88.30%Not specified
57MiMo-V2-Omni-032788.01%Not specified
58Qwen3.5 4B87.72%Not specified
58MiniCPM-V 4.6 1.3B87.72%Not specified
60Step 3.5 Flash 260387.43%Not specified
60HyperCLOVA X SEED Think (32B)87.43%Not specified
62GPT-5.487.13%xhigh
62Gemini 3 Pro Preview87.13%high
64GPT-5 Codex86.84%high
64MiniMax-M286.84%Not specified
66Mi:dm K 2.5 Pro86.55%Not specified
67GPT-5.6 Terra86.26%max
67Solar Pro 386.26%high
69GPT-5.3 Codex85.96%xhigh
69Ling 2.6 Flash85.96%Not specified
71MiniMax-M2.185.38%Not specified
72GPT-5.6 Sol85.09%max
72Qwen3.5 9B85.09%Not specified
72Qwen3.6 35B A3B85.09%Not specified
75GPT-584.80%high
75GPT-5.284.80%xhigh
75MiniMax-M2.784.80%Not specified
78Qwen3.5 122B A10B84.50%Not specified
78Qwen3.5 Omni Flash84.50%Not specified
80MiMo-V2-Flash83.92%Not specified
80ERNIE 5.0 Thinking Preview83.92%Not specified
82Qwen3 Max Thinking83.63%Not specified
82Qwen3 Max Thinking (Preview)83.63%Not specified
84GPT-5.4 mini83.33%xhigh
84Nemotron 3 Ultra 550B A55B83.33%Not specified
86GPT-5.1 Codex83.04%high
87GPT-5.181.87%high
88Qwen3.5 2B81.58%Not specified
88Nex-N2-Pro81.58%Not specified
90Tri-21B-Think80.99%Not specified
90MiniCPM5-1B80.99%Not specified
92o380.70%Not specified
92Command A+80.70%Not specified
94Nova 2.0 Omni80.41%medium
95LongCat Flash Lite79.53%Not specified
95Qwen3 Coder Next79.53%Not specified
97DeepSeek V3.278.95%Not specified
98EXAONE 4.5 33B78.07%Not specified
98Claude 4.5 Sonnet78.07%Not specified
100GPT-5.4 nano76.02%xhigh
101Claude Sonnet 4.675.73%max
101Grok Code Fast 175.73%Not specified
103Grok 474.85%Not specified
104K-EXAONE74.27%Not specified
104Qwen3 Max74.27%Not specified
106Kimi K2 090573.39%Not specified
106Claude 4 Opus73.39%Not specified
108Nova 2.0 Lite72.81%high
109Claude 4.1 Opus71.37%Not specified
110Mercury 270.76%high
111GLM-4.670.47%Not specified
112Apriel-v1.6-15B-Thinker69.30%Not specified
113GPT-5 mini68.42%high
113Apriel-v1.5-15B-Thinker68.42%Not specified
115Nemotron 3 Super 120B A12B67.84%Not specified
116gpt-oss-120b65.79%high
117Qwen3.5 0.8B65.20%Not specified
118Claude 4 Sonnet64.62%Not specified
119Grok 4 Fast63.74%Not specified
120HyperNova 60B 260563.16%high
121GPT-5.1 Codex mini62.87%high
122o162.57%Not specified
123Kimi K261.11%Not specified
124gpt-oss-20b60.23%high
125Grok 4.20 0309 v259.94%Not specified
125Gemma 4 31B59.94%Not specified
127Doubao Seed Code58.19%Not specified
128o4-mini55.56%high
129Claude 3.7 Sonnet54.68%Not specified
129Claude 4.5 Haiku54.68%Not specified
131Gemini 2.5 Pro54.09%Not specified
131Qwen3 VL 235B A22B (Reasoning)54.09%Not specified
133Nemotron Cascade 2 30B A3B53.22%Not specified
133Qwen3 235B A22B 2507 (Reasoning)53.22%Not specified
135GPT-4.1 mini52.92%Not specified
136Magistral Medium 1.252.05%Not specified
137Seed-OSS-36B-Instruct49.42%Not specified
137Mi:dm K 2.5 Pro Preview49.42%Not specified
137GPT-5.5 Instant (May 2026)49.42%Not specified
140Grok 348.83%Not specified
141Solar Open 100B48.25%high
142GPT-4.147.08%Not specified
142DeepSeek V3 032447.08%Not specified
144Sarvam 105B46.78%high
145GLM-4.5-Air46.49%Not specified
145Motif-2-12.7B-Reasoning46.49%Not specified
147Qwen3 VL 32B (Reasoning)45.61%Not specified
148Nemotron 3 Nano Omni 30B A3B Reasoning45.32%Not specified
149Qwen3 Coder 480B A35B Instruct43.57%Not specified
149Gemma 4 26B A4B43.57%Not specified
151Gemini 3 Flash Preview43.27%Not specified
152GLM-4.542.98%Not specified
153Granite 4.1 30B42.11%Not specified
154Qwen3 Next 80B A3B (Reasoning)41.52%Not specified
155Mistral Medium 3.140.64%Not specified
156Nova Premier38.30%Not specified
157Devstral Small (May '25)38.01%Not specified
158DeepSeek V3.137.43%Not specified
158North Mini Code37.43%Not specified
160DeepSeek V3.1 Terminus37.13%Not specified
161GPT-5 nano36.55%high
161DeepSeek R1 0528 (May '25)36.55%Not specified
161Pixtral Large36.55%Not specified
164Qwen3 VL 235B A22B Instruct35.09%Not specified
165Qwen3 14B34.50%Not specified
165Sarvam 30B34.50%high
165Qwen2.5 Instruct 72B34.50%Not specified
165Qwen3 Coder 30B A3B Instruct34.50%Not specified
169MiniMax M1 80k34.21%Not specified
170DeepSeek V3.2 Exp33.92%Not specified
171Qwen3 235B A22B 250733.33%Not specified
172Mistral Large 2 (Jul '24)33.04%Not specified
173Ling-1T32.75%Not specified
173Qwen3 Max (Preview)32.75%Not specified
175Gemma 4 12B31.87%Not specified
176Gemini 2.5 Flash31.58%Not specified
176MiniMax M1 40k31.58%Not specified
178o3-mini31.29%high
178Gemini 3.1 Flash-Lite31.29%high
180GLM-4.6V30.70%Not specified
180Mistral Large 2 (Nov '24)30.70%Not specified
182Gemini 2.5 Flash-Lite Preview (Sep '25)30.41%Not specified
183Qwen3 32B29.82%Not specified
184Mistral Small 3.229.53%Not specified
184Gemini 2.0 Flash (Feb '25)29.53%Not specified
186Qwen3 VL 8B Instruct29.24%Not specified
186Qwen3 VL 32B Instruct29.24%Not specified
188GPT-4o (Aug '24)28.95%Not specified
189Gemini 2.5 Flash Preview (Sep '25)28.36%Not specified
189Devstral Small (Jul '25)28.36%Not specified
191Solar Pro 228.07%high
191Qwen3 30B A3B 2507 (Reasoning)28.07%Not specified
191NVIDIA Nemotron 3 Nano 4B28.07%Not specified
194Magistral Small 1.227.78%Not specified
194Granite 4.1 8B27.78%Not specified
194Qwen3 8B27.78%Not specified
194K2-V227.78%high
194Falcon-H1R-7B27.78%Not specified
199Qwen3 235B A22B27.19%Not specified
199Ministral 3 14B27.19%Not specified
201Llama 3.3 Nemotron Super 49B v126.90%Not specified
202Magistral Small 126.61%Not specified
202INTELLECT-326.61%Not specified
202Ministral 3 8B26.61%Not specified
202Llama 3.3 Instruct 70B26.61%Not specified
202Qwen3 4B 250726.61%Not specified
207Ring-1T26.32%Not specified
208Qwen3 30B A3B26.02%Not specified
208Gemma 4 E4B26.02%Not specified
210NVIDIA Nemotron 3 Nano 30B A3B25.44%Not specified
210Qwen3 4B 2507 (Reasoning)25.44%Not specified
210K2 Think V225.44%high
213Mistral Small 3.125.15%Not specified
213Llama Nemotron Super 49B v1.525.15%Not specified
213GPT-4o (Nov '24)25.15%Not specified
216Devstral 224.85%Not specified
216Ministral 3 3B24.85%Not specified
218Claude 3.5 Haiku24.56%Not specified
218Mistral Large 324.56%Not specified
220Mistral Medium 324.27%Not specified
221NVIDIA Nemotron Nano 9B V223.39%Not specified
221Devstral Small 223.39%Not specified
221Qwen3 VL 4B Instruct23.39%Not specified
224Magistral Medium 123.10%Not specified
224Llama 3.1 Nemotron Instruct 70B23.10%Not specified
226DeepSeek V3 (Dec '24)22.81%Not specified
226Granite 4.0 1B22.81%Not specified
228Qwen3 VL 8B (Reasoning)22.51%Not specified
229Gemma 4 E2B22.22%Not specified
229Hermes 4 - Llama-3.1 405B22.22%Not specified
231DeepSeek R1 Distill Llama 70B21.93%Not specified
232Hermes 4 - Llama-3.1 70B21.64%Not specified
232Qwen3 Next 80B A3B Instruct21.64%Not specified
232Qwen3 1.7B21.64%Not specified
232Nanbeige4.1-3B21.64%Not specified
236NVIDIA Nemotron Nano 12B v2 VL21.35%Not specified
236Olmo 3.1 32B Instruct21.35%Not specified
236Qwen3 Omni 30B A3B (Reasoning)21.35%Not specified
239Claude 3 Haiku21.05%Not specified
239Llama 3.2 Instruct 3B21.05%Not specified
241Ling-flash-2.020.76%Not specified
242Exaone 4.0 1.2B20.47%Not specified
243Solar Mini20.18%Not specified
244Devstral Medium19.88%Not specified
244Qwen3 VL 30B A3B (Reasoning)19.88%Not specified
246GLM-4.5V19.59%Not specified
246LFM2.5-1.2B-Thinking19.59%Not specified
246Granite 4.1 3B19.59%Not specified
246Granite 4.0 H 1B19.59%Not specified
246Mistral Small 319.59%Not specified
251Qwen3 4B19.01%Not specified
251Gemini 2.5 Flash-Lite19.01%Not specified
251Llama 3.1 Instruct 405B19.01%Not specified
251Qwen3 VL 30B A3B Instruct19.01%Not specified
255Mistral Small 418.42%Not specified
256Llama 4 Maverick17.84%Not specified
257Nova Lite17.54%Not specified
258Granite 4.0 H Small17.25%Not specified
258GPT-4.1 nano17.25%Not specified
260Qwen3 Omni 30B A3B Instruct16.37%Not specified
260Llama 3.1 Instruct 8B16.37%Not specified
262Step3 VL 10B16.08%Not specified
262LFM2.5-8B-A1B16.08%Not specified
264Jamba Reasoning 3B15.79%Not specified
265Llama 4 Scout15.50%Not specified
265Qwen3 VL 4B (Reasoning)15.50%Not specified
267Command A15.20%Not specified
267Llama 3.1 Instruct 70B15.20%Not specified
269Qwen3 0.6B14.62%Not specified
269Llama 3.2 Instruct 11B (Vision)14.62%Not specified
269Granite 4.0 H 350M14.62%Not specified
272Nova Micro14.04%Not specified
272Nova Pro14.04%Not specified
274LFM2 2.6B13.45%Not specified
274Jamba 1.7 Large13.45%Not specified
276Ling-mini-2.013.16%Not specified
276Granite 4.0 350M13.16%Not specified
278Apertus 70B Instruct12.87%Not specified
279LFM2 1.2B12.57%Not specified
279Granite 4.0 Micro12.57%Not specified
279Olmo 3 7B Instruct12.57%Not specified
279Jamba 1.7 Mini12.57%Not specified
283Llama 3.1 Nemotron Nano 4B v1.111.70%Not specified
284DeepSeek R1 (Jan '25)11.40%Not specified
284Apertus 8B Instruct11.40%Not specified
284Llama 3.1 Nemotron Ultra 253B v111.40%Not specified
287LFM2 24B A2B11.11%Not specified
288Gemma 3 12B Instruct10.82%Not specified
288LFM2.5-1.2B-Instruct10.82%Not specified
290Gemma 3 27B Instruct10.53%Not specified
290Granite 3.3 8B10.53%Not specified
290LFM2 8B A1B10.53%Not specified
290Gemma 3 1B Instruct10.53%Not specified
294Qwen3 30B A3B 250710.23%Not specified
295Gemma 3 270M9.06%Not specified
296LFM2.5-VL-1.6B8.48%Not specified
297Phi-4 Mini Instruct8.19%Not specified
298Gemma 3 4B Instruct4.97%Not specified
298Gemma 3n E4B Instruct4.97%Not specified
300EXAONE 4.0 32B4.09%Not specified
301Mistral 7B Instruct0.00%Not specified
301Olmo 3 7B Think0.00%Not specified
301Sarvam M0.00%high
301Olmo 3.1 32B Think0.00%Not specified
301Molmo2-8B0.00%Not specified
301Ring-flash-2.00.00%Not specified
301DeepSeek V3.2 Speciale0.00%Not specified
301OLMo 2 32B0.00%Not specified
301Kimi Linear 48B A3B Instruct0.00%Not specified
301DeepSeek R1 0528 Qwen3 8B0.00%Not specified
301Llama 3.2 Instruct 1B0.00%Not specified
301Tiny Aya Global0.00%Not specified
301Llama 3 Instruct 8B0.00%Not specified
301Gemma 3n E2B Instruct0.00%Not specified
301Llama 3 Instruct 70B0.00%Not specified
301ERNIE 4.5 300B A47B0.00%Not specified
301Molmo 7B-D0.00%Not specified
301Olmo 3 32B Think0.00%Not specified
301Reka Flash 30.00%Not specified
301Phi-3 Mini Instruct 3.8B0.00%Not specified
301GPT-5 (ChatGPT)0.00%Not specified
301Phi-40.00%Not specified
301OLMo 2 7B0.00%Not specified

No published result tracked

36 of the 46 models on this site have no published number on this benchmark, so their cells in the home table stay blank rather than reading as zero.

Read this with

Benchmarks in the same category, which usually disagree with this one on purpose.

Sources

Every page used for this benchmark, read on 17 October 2026.