IndicBankBench - Third-Party Request Refusal: leaderboard

Metric: Strict pass^3 (%; 13 cases passed out of the 13 cases of the third-party capability and refusal axis (requests touching another customer); 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 December 2026. 11 models tracked.

Top models

#ModelScore
1DeepSeek V4 Pro (0813) (Max)100
2Gemini 3.8 Flash92.31
3Grok 4.6 (High)92.31
4DeepSeek V4 Flash (0731) (Max)92.31
5GLM-5.3 Flash (High)92.31
6Gemma 4 31B (IT) (Thinking)84.62
7gemma-4-26B-A4B-it (Thinking)84.62
8MiniMax-M376.92
9Claude Opus 5 (Max)76.92
10Gemma 4 E4B (IT) (Thinking)38.46

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