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{
"model_name": "amity-sigma-v3r",
"model_organization": "Amity",
"submitting_organization": "Amity",
"submission_date": "2026-01-10",
"submission_type": "custom",
"contact_info": {
"email": "touchapon@amity.co",
"name": "Touchapon K",
"github": "amity-arac"
},
"is_new": true,
"trajectories_available": true,
"references": [
{
"title": "Amity Sigma Thinking Model",
"url": "https://huggingface.co/amityco/amity-sigma-thinking-v3r",
"type": "huggingface"
},
{
"title": "ROAD: Auto Optimization for Agentic Tasks",
"url": "https://arxiv.org/abs/2512.24040",
"type": "paper"
}
],
"results": {
"retail": {
"pass_1": 78.51,
"pass_2": 67.40,
"pass_3": 60.53,
"pass_4": 56.14,
"cost": null
},
"airline": {
"pass_1": 55.50,
"pass_2": 45.00,
"pass_3": 38.50,
"pass_4": 34.00,
"cost": null
},
"telecom": {
"pass_1": 32.89,
"pass_2": 24.71,
"pass_3": 19.96,
"pass_4": 16.67,
"cost": null
}
},
"methodology": {
"evaluation_date": "2026-01-03",
"tau2_bench_version": "v1.0",
"user_simulator": "gpt-4.1",
"notes": "Base model: Qwen3-4B-Thinking. Training approach: Synthetic data generation from Amity Sigma with human-in-the-loop feedback, followed by ROAD (Auto Optimization for Agentic Tasks) optimization techniques and GRPO finetuning.",
"verification": {
"modified_prompts": true,
"omitted_questions": false,
"details": "Modified retail domain policy.md for ROAD optimization. All tasks evaluated with 4 trials each. Model served via vLLM with deepseek_r1 reasoning parser."
}
}
}
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