Long-Horizon Terminal-Bench 2.0 (solved, reward ≥ 0.95)
Code · 2026-10-09
The share of the 77 Long-Horizon Terminal-Bench 2.0 tasks an agent solves, counting a task when its final reward is at least 0.95 out of 1, in percent. On the reconstruction tasks every such reward is a full pass. It comes from the same single 3-hour Terminus 2 attempt per task as the mean-reward headline; the maintainers advise comparing solve counts rather than mean reward across the original and new task sets.
Benchmark source: GitHub
Top models (higher is better)
| Model | Score | Source |
|---|---|---|
| GPT-6 Astra | 48.1 | LHTB 2.0 README leaderboard (GPT-6-astra) · Tencent |
| GPT-5.6 Sol | 41.6 | LHTB 2.0 README leaderboard (GPT-5.6-sol) · Tencent |
| Kimi K3 | 22.1 | LHTB 2.0 README leaderboard (Kimi K3) · Tencent |
| Hy4 Preview | 19.5 | LHTB 2.0 README leaderboard (Hunyuan hy4) · Tencent |
| GLM-5.3 | 15.6 | LHTB 2.0 README leaderboard (GLM-5.3) · Tencent |
| DeepSeek V4 Flash Vision Exp | 13.0 | LHTB 2.0 README leaderboard (DeepSeek V4 Flash) · Tencent |
| Grok 4.6 | 13.0 | LHTB 2.0 README leaderboard (Grok-4.6) · Tencent |
| DeepSeek V4 Pro 0813 | 11.7 | LHTB 2.0 README leaderboard (DeepSeek V4 Pro) · Tencent |
| Doubao Seed 2.1 Pro | 10.4 | LHTB 2.0 README leaderboard (Doubao Seed 2.1 Pro) · Tencent |
| GLM-5.2 | 10.4 | LHTB 2.0 README leaderboard (GLM-5.2) · Tencent |
| MiniMax M3 | 6.5 | LHTB 2.0 README leaderboard (MiniMax M3) · Tencent |
| Kimi K2.6 | 2.6 | LHTB 2.0 README leaderboard (Kimi K2.6) · Tencent |