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HLE

Canonical page on the main site: sinoaihub.com/benchmarks/hle

Description

Humanity's Last Exam - a frontier benchmark of expert-level questions across disciplines, often reported with and without tool access.

Evaluations

benchmark model score model_version metric date source_type source_url
HLE deepseek-v4-1-flash 36.8 39.1 on pure-text subset accuracy 2026-09-10 vendor_reported https://api-docs.deepseek.com/updates
HLE deepseek-v4-pro 42.7 (60.0 with tools) — accuracy 2026-08-13 vendor_reported https://api-docs.deepseek.com/updates
HLE qwen3.8-max 43.6 (56.2 with tools) — accuracy 2026-08 vendor_reported https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B
HLE kimi-k3 43.5 (56.0 with tools) HLE-Full accuracy 2026-07 vendor_reported https://github.com/MoonshotAI/Kimi-K3
HLE kimi-k2.5 30.1 (50.2 with tools) HLE-Full accuracy — vendor_reported https://github.com/MoonshotAI/Kimi-K2.5
HLE minimax-m2 12.5 without tools / 31.8 with tools — accuracy 2025-10 vendor_reported https://github.com/MiniMax-AI/MiniMax-M2

Methodology

Task type: Expert-level academic Q&A across mathematics, humanities and natural sciences

Dataset size: 2,500 questions across dozens of subjects

Evaluation method: Multiple-choice and short-answer questions developed by subject-matter experts; multimodal; suitable for automated grading

Scoring: Accuracy (% correct); frequently reported with and without tool access

Contamination notes: Dataset includes a canary string (hle:3r2s:26b5c67b-...) to aid model builders in filtering the dataset from future training.

Relevant Models

Limitations

All scores are vendor-reported and not independently verified. With-tools and without-tools results are not directly comparable; the setting is recorded per score.

Last Verified

2026-09-20

Sources

source_name source_url source_type last_verified confidence
DeepSeek API Change Log https://api-docs.deepseek.com/updates official 2026-09-20 high
Qwen3.8-2.4T-A95B model card https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B official 2026-09-20 high
Kimi K3 GitHub README https://github.com/MoonshotAI/Kimi-K3 official 2026-09-20 high