Text Classification
PEFT
Safetensors
strands-decider
decision-model
hobson
lora
qwen3.5
classification
calibration
typed-decisions
Eval Results (legacy)
Instructions to use StrandsAgents/strands-decider-2B-hobson-v21 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use StrandsAgents/strands-decider-2B-hobson-v21 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Download eval/internal/eval.log from StrandsAgents/strands-decider-2B-hobson-v21: direct link, hf CLI and curl.
- Browser
- Download file 7.43 kB
-
https://huggingface.co/StrandsAgents/strands-decider-2B-hobson-v21/resolve/main/eval/internal/eval.log
- Command line
-
hf download hf://StrandsAgents/strands-decider-2B-hobson-v21/eval/internal/eval.log
-
curl -L -o eval.log https://huggingface.co/StrandsAgents/strands-decider-2B-hobson-v21/resolve/main/eval/internal/eval.log
7.43 kB
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| overall n=6,000 acc=0.650 ece=0.060 nll=0.851 T={choice:0.818, noul:0.818, | |
| score:1.192} | |
| by_kind | |
| ┏━━━━━━━━┳━━━━━━━┳━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓ | |
| ┃ group ┃ n ┃ accuracy ┃ ece ┃ mean conf ┃ | |
| ┡━━━━━━━━╇━━━━━━━╇━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩ | |
| │ noul │ 1,104 │ 0.625 │ 0.194 │ 0.441 │ | |
| │ choice │ 3,467 │ 0.730 │ 0.038 │ 0.710 │ | |
| │ score │ 1,429 │ 0.474 │ 0.013 │ 0.463 │ | |
| └────────┴───────┴──────────┴───────┴───────────┘ | |
| by_task | |
| ┏━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓ | |
| ┃ group ┃ n ┃ accuracy ┃ ece ┃ mean conf ┃ | |
| ┡━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩ | |
| │ emotion │ 1,714 │ 0.567 │ 0.051 │ 0.526 │ | |
| │ hate_severity │ 1,429 │ 0.474 │ 0.013 │ 0.463 │ | |
| │ massive_intent │ 1,753 │ 0.889 │ 0.029 │ 0.890 │ | |
| │ sarcasm │ 1,104 │ 0.625 │ 0.194 │ 0.441 │ | |
| └────────────────┴───────┴──────────┴───────┴───────────┘ | |
| by_confidence_band | |
| ┏━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓ | |
| ┃ group ┃ n ┃ accuracy ┃ ece ┃ mean conf ┃ | |
| ┡━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩ | |
| │ low(<0.5) │ 2,784 │ 0.474 │ 0.105 │ 0.369 │ | |
| │ mid(0.5-0.9) │ 1,847 │ 0.682 │ 0.029 │ 0.677 │ | |
| │ high(>=0.9) │ 1,369 │ 0.964 │ 0.011 │ 0.975 │ | |
| └──────────────┴───────┴──────────┴───────┴───────────┘ | |
| report -> reports/recipe_heldout.json | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| checkpoints/v23-v21b-s5 (0 rows over the window skipped) | |
| boardgame 0.821 (n=900) | |
| contractnli 0.865 (n=1,026) | |
| hotpotqa (held out) 0.746 (n=959) | |
| musique 0.882 (n=1,199) | |
| musique, answerable 0.886 (n=599) | |
| musique, unanswerable 0.877 (n=600) | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| checkpoints/v23-v21b-s5 (0 rows over the window skipped) | |
| gen:all_conditions 0.824 (n=34) | |
| gen:dates 0.871 (n=31) | |
| gen:exception 0.946 (n=37) | |
| gen:lookup_chain 0.800 (n=40) | |
| gen:numbers 0.848 (n=33) | |
| gen:precedence 0.917 (n=36) | |
| gen:rubric 0.794 (n=34) | |
| gen:surface_trap 0.958 (n=48) | |
| gen:tradeoff 0.700 (n=40) | |
| gen:underdetermined 0.765 (n=17) | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| checkpoints/v23-v21b-s5 (0 rows over the window skipped) | |
| gen:all_conditions 0.889 (n=9) | |
| gen:borderline_rubric 0.538 (n=13) | |
| gen:cross_artefact 0.677 (n=31) | |
| gen:dates 0.800 (n=10) | |
| gen:definition_scope 0.667 (n=12) | |
| gen:exception 1.000 (n=15) | |
| gen:judge_action 0.714 (n=7) | |
| gen:lookup_chain 0.700 (n=10) | |
| gen:missing_fact 0.621 (n=29) | |
| gen:nested_exception 0.692 (n=13) | |
| gen:numbers 1.000 (n=1) | |
| gen:precedence 0.909 (n=11) | |
| gen:rubric 0.667 (n=3) | |
| gen:running_total 0.826 (n=23) | |
| gen:surface_trap 0.000 (n=1) | |
| gen:tie_break 0.826 (n=23) | |
| gen:underdetermined 1.000 (n=1) | |
| gen:version_in_force 0.704 (n=27) | |
| gen:withdrawn_instruction 0.750 (n=8) | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| checkpoints/v23-v21b-s5 (0 rows over the window skipped) | |
| adequacy_hs2 0.739 (n=234) | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| checkpoints/v23-v21b-s5 (0 rows over the window skipped) | |
| gen:adequacy 0.788 (n=302) | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel. | |
| {"file": "data/para_pairs_v16_eval.jsonl", "pairs": 339, "acc_first": 0.8525, "acc_second": 0.8437, "same_answer": 0.9794, "both_right": 0.8378} | |
| {"file": "data/para_pairs_v18_eval.jsonl", "pairs": 242, "acc_first": 0.7438, "acc_second": 0.7479, "same_answer": 0.9835, "both_right": 0.7397} | |
| {"file": "data/flips_v20_eval.jsonl", "pairs": 60, "acc_first": 0.5, "acc_second": 0.65, "same_answer": 0.85, "both_right": 0.15} | |