Terminal-Bench 2.1terminalCPythonJSON
Run MNIST PyTorch inference from a C CLI
Convert the supplied PyTorch model weights to JSON and implement a command-line executable that predicts one MNIST digit from an image.
pytorch-model-cli
Normalized profile
What this task asks for
Convert the supplied PyTorch model weights to JSON and implement a command-line executable that predicts one MNIST digit from an image. Invoke as ./cli_tool weights.json image.png. Load model parameters from weights.json. Print only one digit from 0 through 9. Store only the predicted digit in prediction.txt.
Intent
- data transformation
- feature implementation
Work surfaces
- model weights
- inference runtime
- command-line interface
Technology
- PyTorch
- MNIST
- JSON
- PNG
Expected artifacts
- /app/cli_tool
- /app/weights.json
- /app/prediction.txt
What makes it difficult
- reverse engineering from incomplete or indirect evidence
- cross-language or cross-format integration
- changes span multiple components or interfaces
Published evidence
Model × harness outcomes
Counts are tied to these exact configurations. Harnesses are not treated as equivalent across benchmarks.
- Models
- 13
- Configurations
- 20
- Trials
- 100
Showing 20 of 20 configurations
| Model | Harness | Effort | Result | Passes |
|---|---|---|---|---|
| claude-fable-5anthropic · 2026-06-07 | claude-code2.1.167 | xhigh | Mixed | 4/5 |
| claude-fable-5anthropic · 2026-06-05 | terminus-22.0.0 | high | Mixed | 4/5 |
| claude-opus-4-7anthropic · 2026-05-01 | claude-code2.1.123 | max | Mixed | 3/5 |
| claude-opus-4-7anthropic · 2026-05-01 | terminus-22.0.0 | max | Mixed | 4/5 |
| claude-opus-4-8anthropic · 2026-07-09 | claude-code2.1.205 | high | Mixed | 1/5 |
| claude-sonnet-5anthropic · 2026-07-09 | claude-code2.1.205 | high | Mixed | 4/5 |
| gemini-3-pro-previewgemini · 2026-05-01 | gemini-cli0.40.0 | high | All passed | 5/5 |
| gemini-3-pro-previewgemini · 2026-05-01 | terminus-22.0.0 | high | Mixed | 4/5 |
| gemini-3.1-pro-previewgemini · 2026-05-05 | gemini-cli0.40.0 | high | All passed | 5/5 |
| gemini-3.1-pro-previewgemini · 2026-05-05 | terminus-22.0.0 | high | Mixed | 3/5 |
| glm-5.1zai · 2026-05-01 | claude-code2.1.123 | max | Mixed | 4/5 |
| gpt-5.5openai · 2026-05-01 | codex0.125.0 | xhigh | All passed | 5/5 |
| gpt-5.5openai · 2026-05-01 | terminus-22.0.0 | xhigh | All passed | 5/5 |
| gpt-5.6-lunaopenai · 2026-07-10 | codex0.144.0 | max | All passed | 5/5 |
| gpt-5.6-lunaopenai · 2026-07-11 | codex0.144.1 | max | All passed | 5/5 |
| gpt-5.6-solopenai · 2026-07-10 | codex0.144.0 | max | All passed | 5/5 |
| gpt-5.6-terraopenai · 2026-07-10 | codex0.144.0 | max | Mixed | 4/5 |
| gpt-5.6-terraopenai · 2026-07-11 | codex0.144.1 | max | Mixed | 4/5 |
| grok-4.5cursor · 2026-07-09 | cursor-cli2026.07.08-0c04a8a | default | All passed | 5/5 |
| muse-spark-1.1openai · 2026-07-09 | mini-swe-agent2.4.5 | xhigh | All passed | 5/5 |