TimeLitmus - Finance Hard Paired Contrasts: leaderboard

Metric: Hard paired contrast pair correctness (%; both endpoints correct on 360 naturally occurring similar Finance pairs with different gold responses; ten LLMs with deterministic decoding where available, invalid or unparsable outputs scored incorrect). Source: arxiv.org. Saturation forecast: Around 2033. 10 models tracked.

Top models

#ModelScore
1GLM-519.2
2DeepSeek V4 Flash16.7
3DeepSeek R1 052816.1
4Claude Sonnet 4.615
5MiniMax-M313.9
6Qwen 3.5 4B12.2
7Gemini 3.5 Flash9.4
8Qwen Plus8.9
9GPT-5.48.6
10Qwen 3.5 9B3.3

Interactive version: theaggregate.ai/benchmark?slug=timelitmus-finance-hard-paired-contrasts · How It Works · Data refreshed daily, snapshot 2026-09-26.