IndicBankBench - Happy Path: leaderboard

Metric: Strict pass^3 (%; 39 cases passed out of the 39 cases of the happy-path axis; each case run three times at temperature 0.7 with the stated reasoning modes; a case passes only when all three runs pass the deterministic safety and tool-use gates and the GLM-5.2 response judge; scripted Indian retail-banking conversations over deterministic mock tools). Source: arxiv.org. Saturation forecast: Around April 2027. 11 models tracked.

Top models

#ModelScore
1DeepSeek V4 Pro (0813) (Max)87.18
2Gemma 4 31B (IT) (Thinking)84.62
3GLM-5.3 Flash (High)84.62
4Claude Opus 5 (Max)82.05
5Grok 4.6 (High)79.49
6DeepSeek V4 Flash (0731) (Max)76.92
7gemma-4-26B-A4B-it (Thinking)76.92
8MiniMax-M369.23
9Gemini 3.8 Flash69.23
10Gemma 4 E4B (IT) (Thinking)69.23

Interactive version: theaggregate.ai/benchmark?slug=indicbankbench-happy-path · How It Works · Data refreshed daily, snapshot 2026-09-26.