model stringclasses 4
values | task stringclasses 3
values | seed int64 13 777 | score float64 0.58 0.99 | slo_recovery float64 0.6 1 | action_efficiency float64 0.8 1 | time_efficiency float64 0.27 0.95 | steps_used int64 1 50 | terminated bool 1
class | termination_reason stringclasses 2
values | source_note stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|
untrained-llama | easy | 13 | 0.97 | 1 | 1 | 0.8 | 2 | true | resolved | logged in _diag/eval_done.log |
untrained-llama | easy | 99 | 0.764 | 0.8 | 1 | 0.36 | 10 | true | timeout | logged in _diag/eval_done.log |
untrained-llama | easy | 777 | 0.7256 | 0.75 | 1 | 0.3375 | 10 | true | timeout | logged in _diag/eval_done.log |
untrained-llama | medium | 13 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | logged in _diag/eval_done.log |
untrained-llama | medium | 99 | 0.8407 | 0.9 | 1 | 0.405 | 20 | true | timeout | logged in _diag/eval_done.log |
untrained-llama | medium | 777 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | logged in _diag/eval_done.log |
untrained-llama | hard | 13 | 0.6105 | 0.6 | 1 | 0.27 | 50 | true | timeout | logged in _diag/eval_done.log |
untrained-llama | hard | 99 | 0.6384 | 0.6364 | 1 | 0.2864 | 50 | true | timeout | logged in _diag/eval_done.log |
untrained-llama | hard | 777 | 0.6617 | 0.6667 | 1 | 0.3 | 50 | true | timeout | logged in _diag/eval_done.log |
sft-primary | easy | 13 | 0.97 | 1 | 1 | 0.8 | 2 | true | resolved | logged in _diag/eval_done.log |
sft-primary | easy | 99 | 0.764 | 0.8 | 1 | 0.36 | 10 | true | timeout | logged in _diag/eval_done.log |
sft-primary | easy | 777 | 0.7256 | 0.75 | 1 | 0.3375 | 10 | true | timeout | logged in _diag/eval_done.log |
sft-primary | medium | 13 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | logged in _diag/eval_done.log |
sft-primary | medium | 99 | 0.8407 | 0.9 | 1 | 0.405 | 20 | true | timeout | logged in _diag/eval_done.log |
sft-primary | medium | 777 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | logged in _diag/eval_done.log |
sft-primary | hard | 13 | 0.5805 | 0.6 | 0.8 | 0.27 | 50 | true | timeout | logged in _diag/eval_done.log |
sft-primary | hard | 99 | 0.6384 | 0.6364 | 1 | 0.2864 | 50 | true | timeout | logged in _diag/eval_done.log |
sft-primary | hard | 777 | 0.6617 | 0.6667 | 1 | 0.3 | 50 | true | timeout | logged in _diag/eval_done.log |
grpo-primary | easy | 13 | 0.97 | 1 | 1 | 0.8 | 2 | true | resolved | final confirmed replay: flat vs untrained baseline |
grpo-primary | easy | 99 | 0.764 | 0.8 | 1 | 0.36 | 10 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-primary | easy | 777 | 0.7256 | 0.75 | 1 | 0.3375 | 10 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-primary | medium | 13 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | final confirmed replay: flat vs untrained baseline |
grpo-primary | medium | 99 | 0.8407 | 0.9 | 1 | 0.405 | 20 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-primary | medium | 777 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | final confirmed replay: flat vs untrained baseline |
grpo-primary | hard | 13 | 0.6105 | 0.6 | 1 | 0.27 | 50 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-primary | hard | 99 | 0.6384 | 0.6364 | 1 | 0.2864 | 50 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-primary | hard | 777 | 0.6617 | 0.6667 | 1 | 0.3 | 50 | true | timeout | final confirmed replay: flat vs untrained baseline |
grpo-stability | easy | 13 | 0.97 | 1 | 1 | 0.8 | 2 | true | resolved | partial final eval only: Easy/Medium |
grpo-stability | easy | 99 | 0.764 | 0.8 | 1 | 0.36 | 10 | true | timeout | partial final eval only: Easy/Medium |
grpo-stability | easy | 777 | 0.7256 | 0.75 | 1 | 0.3375 | 10 | true | timeout | partial final eval only: Easy/Medium |
grpo-stability | medium | 13 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | partial final eval only: Easy/Medium |
grpo-stability | medium | 99 | 0.8407 | 0.9 | 1 | 0.405 | 20 | true | timeout | partial final eval only: Easy/Medium |
grpo-stability | medium | 777 | 0.9925 | 1 | 1 | 0.95 | 1 | true | resolved | partial final eval only: Easy/Medium |
SevZero held-out eval results
Per-seed held-out evaluation rows for the OpenEnv India Hackathon 2026 SevZero submission.
- Environment:
Mist-ic/sevzero-env - Seeds:
13,99,777 - Tasks:
easy,medium,hard - Score fields: final grader score plus
slo_recovery,action_efficiency,time_efficiency,steps_used, and termination metadata.
Coverage
Core comparison rows are complete for:
untrained-llamasft-primarygrpo-primary
grpo-primary is flat against the untrained baseline on the final held-out replay: Easy 0.8199, Medium 0.9419, Hard 0.6369, Mean 0.7996.
grpo-stability is intentionally partial. Easy and Medium rows are included; Hard-tier eval was deferred because hard episodes run to the 50-action ceiling and did not fit the final compute budget.
Aggregate table
| Model | Easy | Medium | Hard | Mean |
|---|---|---|---|---|
| Untrained Llama-3.1-8B-Instruct | 0.8199 | 0.9419 | 0.6369 | 0.7996 |
| SFT-primary | 0.8199 | 0.9419 | 0.6269 | 0.7962 |
| GRPO-primary | 0.8199 | 0.9419 | 0.6369 | 0.7996 |
| GRPO-stability | 0.8199 | 0.9419 | n/a | partial |
The full write-up is in the Space blog: https://huggingface.co/spaces/Mist-ic/sevzero-env/blob/main/BLOG.md
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