# Master Best Scores Table

## optimisation/claude-opus-4.6_optimization_all_abms_chain/06_quantitative_smoke_latest

| Reference family | ABM | Summary | LLM | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| author | fauna | bart | anthropic/claude-opus-4.6 | 0.04 | 0.32 | 0.44 | 0.11 | 0.19 | 37.01 |
| author | fauna | bert | anthropic/claude-opus-4.6 | 0.01 | 0.24 | 0.20 | 0.05 | 0.09 | 20.14 |
| author | fauna | t5 | anthropic/claude-opus-4.6 | 0.02 | 0.29 | 0.44 | 0.07 | 0.17 | 41.04 |
| author | grazing | bart | anthropic/claude-opus-4.6 | 0.04 | 0.29 | 0.49 | 0.14 | 0.20 | 37.20 |
| author | grazing | bert | anthropic/claude-opus-4.6 | 0.02 | 0.28 | 0.27 | 0.09 | 0.11 | 12.25 |
| author | grazing | t5 | anthropic/claude-opus-4.6 | 0.02 | 0.28 | 0.48 | 0.12 | 0.20 | 42.75 |
| author | milk_consumption | bart | anthropic/claude-opus-4.6 | 0.10 | 0.32 | 0.58 | 0.22 | 0.24 | 38.85 |
| author | milk_consumption | bert | anthropic/claude-opus-4.6 | 0.03 | 0.32 | 0.35 | 0.15 | 0.15 | 14.80 |
| author | milk_consumption | t5 | anthropic/claude-opus-4.6 | 0.05 | 0.29 | 0.55 | 0.17 | 0.21 | 47.16 |
| gpt5.2_long | fauna | none | anthropic/claude-opus-4.6 | 0.03 | 0.31 | 0.38 | 0.15 | 0.17 | 34.86 |
| gpt5.2_long | grazing | none | anthropic/claude-opus-4.6 | 0.03 | 0.33 | 0.44 | 0.19 | 0.20 | 33.48 |
| gpt5.2_long | milk_consumption | none | anthropic/claude-opus-4.6 | 0.04 | 0.32 | 0.41 | 0.18 | 0.17 | 35.00 |
| gpt5.2_short | fauna | bart | anthropic/claude-opus-4.6 | 0.05 | 0.29 | 0.51 | 0.13 | 0.18 | 37.01 |
| gpt5.2_short | fauna | bert | anthropic/claude-opus-4.6 | 0.01 | 0.28 | 0.28 | 0.08 | 0.11 | 20.14 |
| gpt5.2_short | fauna | t5 | anthropic/claude-opus-4.6 | 0.03 | 0.27 | 0.49 | 0.11 | 0.17 | 41.04 |
| gpt5.2_short | grazing | bart | anthropic/claude-opus-4.6 | 0.04 | 0.23 | 0.50 | 0.12 | 0.17 | 37.20 |
| gpt5.2_short | grazing | bert | anthropic/claude-opus-4.6 | 0.01 | 0.29 | 0.39 | 0.09 | 0.12 | 12.25 |
| gpt5.2_short | grazing | t5 | anthropic/claude-opus-4.6 | 0.02 | 0.23 | 0.51 | 0.11 | 0.16 | 42.75 |
| gpt5.2_short | milk_consumption | bart | anthropic/claude-opus-4.6 | 0.07 | 0.30 | 0.56 | 0.19 | 0.22 | 38.85 |
| gpt5.2_short | milk_consumption | bert | anthropic/claude-opus-4.6 | 0.02 | 0.30 | 0.36 | 0.12 | 0.14 | 14.80 |
| gpt5.2_short | milk_consumption | t5 | anthropic/claude-opus-4.6 | 0.04 | 0.26 | 0.55 | 0.16 | 0.19 | 47.16 |
| modeler | fauna | bart | anthropic/claude-opus-4.6 | 0.06 | 0.27 | 0.55 | 0.13 | 0.20 | 37.01 |
| modeler | fauna | bert | anthropic/claude-opus-4.6 | 0.02 | 0.30 | 0.35 | 0.10 | 0.14 | 20.14 |
| modeler | fauna | t5 | anthropic/claude-opus-4.6 | 0.03 | 0.22 | 0.48 | 0.08 | 0.18 | 41.04 |
| modeler | grazing | bart | anthropic/claude-opus-4.6 | 0.02 | 0.19 | 0.43 | 0.10 | 0.16 | 37.20 |
| modeler | grazing | bert | anthropic/claude-opus-4.6 | 0.01 | 0.27 | 0.36 | 0.08 | 0.13 | 12.25 |
| modeler | grazing | t5 | anthropic/claude-opus-4.6 | 0.02 | 0.17 | 0.36 | 0.07 | 0.13 | 42.75 |
| modeler | milk_consumption | bart | anthropic/claude-opus-4.6 | 0.07 | 0.29 | 0.54 | 0.18 | 0.21 | 38.85 |
| modeler | milk_consumption | bert | anthropic/claude-opus-4.6 | 0.01 | 0.26 | 0.32 | 0.11 | 0.13 | 14.80 |
| modeler | milk_consumption | t5 | anthropic/claude-opus-4.6 | 0.05 | 0.25 | 0.52 | 0.16 | 0.19 | 47.16 |

## optimisation/gemini-3.1-pro-preview_optimization_all_abms_chain/06_quantitative_smoke_latest

| Reference family | ABM | Summary | LLM | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| author | fauna | bart | google/gemini-3.1-pro-preview | 0.02 | 0.25 | 0.47 | 0.11 | 0.20 | 27.73 |
| author | fauna | bert | google/gemini-3.1-pro-preview | 0.01 | 0.29 | 0.36 | 0.08 | 0.14 | 15.61 |
| author | fauna | t5 | google/gemini-3.1-pro-preview | 0.03 | 0.23 | 0.44 | 0.09 | 0.19 | 28.28 |
| author | grazing | bart | google/gemini-3.1-pro-preview | 0.02 | 0.21 | 0.44 | 0.12 | 0.20 | 37.27 |
| author | grazing | bert | google/gemini-3.1-pro-preview | 0.01 | 0.27 | 0.41 | 0.11 | 0.17 | 6.39 |
| author | grazing | t5 | google/gemini-3.1-pro-preview | 0.01 | 0.15 | 0.34 | 0.08 | 0.16 | 33.48 |
| author | milk_consumption | bart | google/gemini-3.1-pro-preview | 0.06 | 0.19 | 0.45 | 0.18 | 0.22 | 30.36 |
| author | milk_consumption | bert | google/gemini-3.1-pro-preview | 0.08 | 0.32 | 0.57 | 0.20 | 0.24 | 10.16 |
| author | milk_consumption | t5 | google/gemini-3.1-pro-preview | 0.01 | 0.13 | 0.36 | 0.08 | 0.17 | 49.25 |
| gpt5.2_long | fauna | none | google/gemini-3.1-pro-preview | 0.04 | 0.30 | 0.57 | 0.20 | 0.24 | 25.81 |
| gpt5.2_long | grazing | none | google/gemini-3.1-pro-preview | 0.05 | 0.30 | 0.61 | 0.23 | 0.26 | 28.07 |
| gpt5.2_long | milk_consumption | none | google/gemini-3.1-pro-preview | 0.07 | 0.31 | 0.58 | 0.20 | 0.22 | 29.30 |
| gpt5.2_short | fauna | bart | google/gemini-3.1-pro-preview | 0.03 | 0.19 | 0.45 | 0.09 | 0.18 | 27.73 |
| gpt5.2_short | fauna | bert | google/gemini-3.1-pro-preview | 0.02 | 0.29 | 0.44 | 0.10 | 0.16 | 15.61 |
| gpt5.2_short | fauna | t5 | google/gemini-3.1-pro-preview | 0.03 | 0.20 | 0.46 | 0.09 | 0.18 | 28.28 |
| gpt5.2_short | grazing | bart | google/gemini-3.1-pro-preview | 0.01 | 0.15 | 0.39 | 0.07 | 0.14 | 37.27 |
| gpt5.2_short | grazing | bert | google/gemini-3.1-pro-preview | 0.03 | 0.25 | 0.48 | 0.11 | 0.17 | 6.39 |
| gpt5.2_short | grazing | t5 | google/gemini-3.1-pro-preview | 0.00 | 0.12 | 0.31 | 0.07 | 0.13 | 33.48 |
| gpt5.2_short | milk_consumption | bart | google/gemini-3.1-pro-preview | 0.02 | 0.15 | 0.36 | 0.10 | 0.15 | 30.36 |
| gpt5.2_short | milk_consumption | bert | google/gemini-3.1-pro-preview | 0.02 | 0.27 | 0.48 | 0.12 | 0.16 | 10.16 |
| gpt5.2_short | milk_consumption | t5 | google/gemini-3.1-pro-preview | 0.01 | 0.12 | 0.36 | 0.11 | 0.17 | 49.25 |
| modeler | fauna | bart | google/gemini-3.1-pro-preview | 0.01 | 0.13 | 0.35 | 0.10 | 0.16 | 27.73 |
| modeler | fauna | bert | google/gemini-3.1-pro-preview | 0.02 | 0.28 | 0.49 | 0.10 | 0.17 | 15.61 |
| modeler | fauna | t5 | google/gemini-3.1-pro-preview | 0.01 | 0.14 | 0.38 | 0.08 | 0.16 | 28.28 |
| modeler | grazing | bart | google/gemini-3.1-pro-preview | 0.01 | 0.10 | 0.28 | 0.06 | 0.13 | 37.27 |
| modeler | grazing | bert | google/gemini-3.1-pro-preview | 0.02 | 0.19 | 0.37 | 0.07 | 0.14 | 6.39 |
| modeler | grazing | t5 | google/gemini-3.1-pro-preview | 0.00 | 0.07 | 0.21 | 0.06 | 0.10 | 33.48 |
| modeler | milk_consumption | bart | google/gemini-3.1-pro-preview | 0.02 | 0.16 | 0.38 | 0.11 | 0.17 | 30.36 |
| modeler | milk_consumption | bert | google/gemini-3.1-pro-preview | 0.03 | 0.23 | 0.41 | 0.12 | 0.17 | 10.16 |
| modeler | milk_consumption | t5 | google/gemini-3.1-pro-preview | 0.01 | 0.13 | 0.40 | 0.12 | 0.18 | 49.25 |

## screening/eval_qwen_kimi

| Reference family | ABM | Summary | LLM | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| author | fauna | bart | moonshotai/kimi-k2.5 | 0.04 | 0.29 | 0.48 | 0.12 | 0.20 | 33.19 |
| author | fauna | bart | qwen/qwen3.5-27b | 0.04 | 0.24 | 0.45 | 0.12 | 0.20 | 38.47 |
| author | fauna | bert | moonshotai/kimi-k2.5 | 0.02 | 0.29 | 0.32 | 0.07 | 0.12 | 10.57 |
| author | fauna | bert | qwen/qwen3.5-27b | 0.03 | 0.30 | 0.45 | 0.10 | 0.18 | 31.19 |
| author | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.02 | 0.27 | 0.39 | 0.08 | 0.16 | 37.49 |
| author | fauna | longformer_ext | qwen/qwen3.5-27b | 0.03 | 0.27 | 0.43 | 0.10 | 0.19 | 38.54 |
| author | fauna | t5 | moonshotai/kimi-k2.5 | 0.05 | 0.30 | 0.47 | 0.13 | 0.20 | 35.79 |
| author | fauna | t5 | qwen/qwen3.5-27b | 0.03 | 0.23 | 0.46 | 0.12 | 0.20 | 46.36 |
| author | grazing | bart | moonshotai/kimi-k2.5 | 0.04 | 0.25 | 0.50 | 0.15 | 0.24 | 36.98 |
| author | grazing | bart | qwen/qwen3.5-27b | 0.04 | 0.21 | 0.47 | 0.17 | 0.22 | 61.15 |
| author | grazing | bert | moonshotai/kimi-k2.5 | 0.01 | 0.30 | 0.43 | 0.11 | 0.16 | 14.24 |
| author | grazing | bert | qwen/qwen3.5-27b | 0.04 | 0.33 | 0.52 | 0.16 | 0.22 | 52.63 |
| author | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.26 | 0.49 | 0.11 | 0.19 | 38.29 |
| author | grazing | longformer_ext | qwen/qwen3.5-27b | 0.05 | 0.29 | 0.52 | 0.15 | 0.22 | 72.71 |
| author | grazing | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.49 | 0.13 | 0.21 | 44.10 |
| author | grazing | t5 | qwen/qwen3.5-27b | 0.03 | 0.21 | 0.43 | 0.12 | 0.20 | 67.22 |
| author | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.09 | 0.26 | 0.51 | 0.21 | 0.26 | 37.09 |
| author | milk_consumption | bart | qwen/qwen3.5-27b | 0.05 | 0.20 | 0.48 | 0.17 | 0.24 | 56.10 |
| author | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.06 | 0.33 | 0.53 | 0.16 | 0.21 | 9.52 |
| author | milk_consumption | bert | qwen/qwen3.5-27b | 0.10 | 0.33 | 0.62 | 0.21 | 0.25 | 39.97 |
| author | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.07 | 0.27 | 0.56 | 0.16 | 0.23 | 42.88 |
| author | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.07 | 0.25 | 0.56 | 0.18 | 0.23 | 62.80 |
| author | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.45 | 0.12 | 0.18 | 47.49 |
| author | milk_consumption | t5 | qwen/qwen3.5-27b | 0.03 | 0.14 | 0.38 | 0.13 | 0.19 | 70.81 |
| gpt5.2_long | fauna | none | moonshotai/kimi-k2.5 | 0.05 | 0.32 | 0.59 | 0.21 | 0.25 | 27.90 |
| gpt5.2_long | fauna | none | qwen/qwen3.5-27b | 0.07 | 0.30 | 0.63 | 0.24 | 0.29 | 44.93 |
| gpt5.2_long | grazing | none | moonshotai/kimi-k2.5 | 0.05 | 0.32 | 0.64 | 0.24 | 0.26 | 25.43 |
| gpt5.2_long | grazing | none | qwen/qwen3.5-27b | 0.07 | 0.30 | 0.63 | 0.23 | 0.29 | 59.42 |
| gpt5.2_long | milk_consumption | none | moonshotai/kimi-k2.5 | 0.08 | 0.31 | 0.61 | 0.23 | 0.24 | 28.04 |
| gpt5.2_long | milk_consumption | none | qwen/qwen3.5-27b | 0.09 | 0.29 | 0.63 | 0.24 | 0.28 | 50.16 |
| gpt5.2_short | fauna | bart | moonshotai/kimi-k2.5 | 0.05 | 0.25 | 0.50 | 0.13 | 0.21 | 33.19 |
| gpt5.2_short | fauna | bart | qwen/qwen3.5-27b | 0.03 | 0.19 | 0.46 | 0.12 | 0.19 | 38.47 |
| gpt5.2_short | fauna | bert | moonshotai/kimi-k2.5 | 0.02 | 0.30 | 0.41 | 0.09 | 0.15 | 10.57 |
| gpt5.2_short | fauna | bert | qwen/qwen3.5-27b | 0.03 | 0.30 | 0.50 | 0.12 | 0.20 | 31.19 |
| gpt5.2_short | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.45 | 0.09 | 0.16 | 37.49 |
| gpt5.2_short | fauna | longformer_ext | qwen/qwen3.5-27b | 0.05 | 0.22 | 0.46 | 0.10 | 0.18 | 38.54 |
| gpt5.2_short | fauna | t5 | moonshotai/kimi-k2.5 | 0.05 | 0.23 | 0.47 | 0.12 | 0.19 | 35.79 |
| gpt5.2_short | fauna | t5 | qwen/qwen3.5-27b | 0.03 | 0.17 | 0.40 | 0.10 | 0.18 | 46.36 |
| gpt5.2_short | grazing | bart | moonshotai/kimi-k2.5 | 0.02 | 0.19 | 0.47 | 0.11 | 0.17 | 36.98 |
| gpt5.2_short | grazing | bart | qwen/qwen3.5-27b | 0.01 | 0.16 | 0.40 | 0.11 | 0.15 | 61.15 |
| gpt5.2_short | grazing | bert | moonshotai/kimi-k2.5 | 0.02 | 0.28 | 0.53 | 0.13 | 0.17 | 14.24 |
| gpt5.2_short | grazing | bert | qwen/qwen3.5-27b | 0.03 | 0.25 | 0.54 | 0.13 | 0.20 | 52.63 |
| gpt5.2_short | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.03 | 0.23 | 0.51 | 0.11 | 0.17 | 38.29 |
| gpt5.2_short | grazing | longformer_ext | qwen/qwen3.5-27b | 0.02 | 0.21 | 0.50 | 0.11 | 0.16 | 72.71 |
| gpt5.2_short | grazing | t5 | moonshotai/kimi-k2.5 | 0.01 | 0.17 | 0.43 | 0.09 | 0.16 | 44.10 |
| gpt5.2_short | grazing | t5 | qwen/qwen3.5-27b | 0.01 | 0.14 | 0.37 | 0.10 | 0.15 | 67.22 |
| gpt5.2_short | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.06 | 0.22 | 0.47 | 0.15 | 0.23 | 37.09 |
| gpt5.2_short | milk_consumption | bart | qwen/qwen3.5-27b | 0.03 | 0.17 | 0.41 | 0.13 | 0.19 | 56.10 |
| gpt5.2_short | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.05 | 0.30 | 0.54 | 0.15 | 0.19 | 9.52 |
| gpt5.2_short | milk_consumption | bert | qwen/qwen3.5-27b | 0.07 | 0.28 | 0.54 | 0.18 | 0.22 | 39.97 |
| gpt5.2_short | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.23 | 0.50 | 0.12 | 0.18 | 42.88 |
| gpt5.2_short | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.04 | 0.21 | 0.49 | 0.16 | 0.20 | 62.80 |
| gpt5.2_short | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.03 | 0.17 | 0.42 | 0.11 | 0.17 | 47.49 |
| gpt5.2_short | milk_consumption | t5 | qwen/qwen3.5-27b | 0.01 | 0.13 | 0.34 | 0.10 | 0.16 | 70.81 |
| modeler | fauna | bart | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.45 | 0.11 | 0.19 | 33.19 |
| modeler | fauna | bart | qwen/qwen3.5-27b | 0.01 | 0.14 | 0.37 | 0.10 | 0.18 | 38.47 |
| modeler | fauna | bert | moonshotai/kimi-k2.5 | 0.03 | 0.30 | 0.46 | 0.10 | 0.17 | 10.57 |
| modeler | fauna | bert | qwen/qwen3.5-27b | 0.07 | 0.29 | 0.52 | 0.14 | 0.21 | 31.19 |
| modeler | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.47 | 0.11 | 0.20 | 37.49 |
| modeler | fauna | longformer_ext | qwen/qwen3.5-27b | 0.02 | 0.21 | 0.45 | 0.11 | 0.21 | 38.54 |
| modeler | fauna | t5 | moonshotai/kimi-k2.5 | 0.02 | 0.17 | 0.40 | 0.09 | 0.17 | 35.79 |
| modeler | fauna | t5 | qwen/qwen3.5-27b | 0.01 | 0.12 | 0.32 | 0.08 | 0.15 | 46.36 |
| modeler | grazing | bart | moonshotai/kimi-k2.5 | 0.01 | 0.13 | 0.32 | 0.08 | 0.14 | 36.98 |
| modeler | grazing | bart | qwen/qwen3.5-27b | 0.00 | 0.11 | 0.29 | 0.07 | 0.12 | 61.15 |
| modeler | grazing | bert | moonshotai/kimi-k2.5 | 0.02 | 0.24 | 0.41 | 0.09 | 0.14 | 14.24 |
| modeler | grazing | bert | qwen/qwen3.5-27b | 0.02 | 0.20 | 0.45 | 0.10 | 0.16 | 52.63 |
| modeler | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.02 | 0.17 | 0.39 | 0.10 | 0.16 | 38.29 |
| modeler | grazing | longformer_ext | qwen/qwen3.5-27b | 0.01 | 0.16 | 0.38 | 0.08 | 0.15 | 72.71 |
| modeler | grazing | t5 | moonshotai/kimi-k2.5 | 0.01 | 0.12 | 0.30 | 0.07 | 0.14 | 44.10 |
| modeler | grazing | t5 | qwen/qwen3.5-27b | 0.00 | 0.10 | 0.27 | 0.06 | 0.12 | 67.22 |
| modeler | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.06 | 0.22 | 0.48 | 0.15 | 0.22 | 37.09 |
| modeler | milk_consumption | bart | qwen/qwen3.5-27b | 0.04 | 0.16 | 0.39 | 0.14 | 0.20 | 56.10 |
| modeler | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.05 | 0.29 | 0.48 | 0.17 | 0.18 | 9.52 |
| modeler | milk_consumption | bert | qwen/qwen3.5-27b | 0.06 | 0.27 | 0.53 | 0.17 | 0.22 | 39.97 |
| modeler | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.07 | 0.23 | 0.45 | 0.16 | 0.21 | 42.88 |
| modeler | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.06 | 0.21 | 0.51 | 0.15 | 0.22 | 62.80 |
| modeler | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.42 | 0.13 | 0.18 | 47.49 |
| modeler | milk_consumption | t5 | qwen/qwen3.5-27b | 0.02 | 0.14 | 0.36 | 0.11 | 0.17 | 70.81 |

## screening/kimi-k2.5_all_abms_chain/06_quantitative_smoke_latest

| Reference family | ABM | Summary | LLM | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| author | fauna | bart | moonshotai/kimi-k2.5 | 0.04 | 0.29 | 0.48 | 0.12 | 0.20 | 33.19 |
| author | fauna | bert | moonshotai/kimi-k2.5 | 0.02 | 0.29 | 0.32 | 0.07 | 0.12 | 10.57 |
| author | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.02 | 0.27 | 0.39 | 0.08 | 0.16 | 37.49 |
| author | fauna | t5 | moonshotai/kimi-k2.5 | 0.05 | 0.30 | 0.47 | 0.13 | 0.20 | 35.79 |
| author | grazing | bart | moonshotai/kimi-k2.5 | 0.04 | 0.25 | 0.50 | 0.15 | 0.24 | 36.98 |
| author | grazing | bert | moonshotai/kimi-k2.5 | 0.01 | 0.30 | 0.43 | 0.11 | 0.16 | 14.24 |
| author | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.26 | 0.49 | 0.11 | 0.19 | 38.29 |
| author | grazing | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.49 | 0.13 | 0.21 | 44.10 |
| author | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.09 | 0.26 | 0.51 | 0.21 | 0.26 | 37.09 |
| author | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.06 | 0.33 | 0.53 | 0.16 | 0.21 | 9.52 |
| author | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.07 | 0.27 | 0.56 | 0.16 | 0.23 | 42.88 |
| author | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.45 | 0.12 | 0.18 | 47.49 |
| gpt5.2_long | fauna | none | moonshotai/kimi-k2.5 | 0.05 | 0.32 | 0.59 | 0.21 | 0.25 | 27.90 |
| gpt5.2_long | grazing | none | moonshotai/kimi-k2.5 | 0.05 | 0.32 | 0.64 | 0.24 | 0.26 | 25.43 |
| gpt5.2_long | milk_consumption | none | moonshotai/kimi-k2.5 | 0.08 | 0.31 | 0.61 | 0.23 | 0.24 | 28.04 |
| gpt5.2_short | fauna | bart | moonshotai/kimi-k2.5 | 0.05 | 0.25 | 0.50 | 0.13 | 0.21 | 33.19 |
| gpt5.2_short | fauna | bert | moonshotai/kimi-k2.5 | 0.02 | 0.30 | 0.41 | 0.09 | 0.15 | 10.57 |
| gpt5.2_short | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.45 | 0.09 | 0.16 | 37.49 |
| gpt5.2_short | fauna | t5 | moonshotai/kimi-k2.5 | 0.05 | 0.23 | 0.47 | 0.12 | 0.19 | 35.79 |
| gpt5.2_short | grazing | bart | moonshotai/kimi-k2.5 | 0.02 | 0.19 | 0.47 | 0.11 | 0.17 | 36.98 |
| gpt5.2_short | grazing | bert | moonshotai/kimi-k2.5 | 0.02 | 0.28 | 0.53 | 0.13 | 0.17 | 14.24 |
| gpt5.2_short | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.03 | 0.23 | 0.51 | 0.11 | 0.17 | 38.29 |
| gpt5.2_short | grazing | t5 | moonshotai/kimi-k2.5 | 0.01 | 0.17 | 0.43 | 0.09 | 0.16 | 44.10 |
| gpt5.2_short | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.06 | 0.22 | 0.47 | 0.15 | 0.23 | 37.09 |
| gpt5.2_short | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.05 | 0.30 | 0.54 | 0.15 | 0.19 | 9.52 |
| gpt5.2_short | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.23 | 0.50 | 0.12 | 0.18 | 42.88 |
| gpt5.2_short | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.03 | 0.17 | 0.42 | 0.11 | 0.17 | 47.49 |
| modeler | fauna | bart | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.45 | 0.11 | 0.19 | 33.19 |
| modeler | fauna | bert | moonshotai/kimi-k2.5 | 0.03 | 0.30 | 0.46 | 0.10 | 0.17 | 10.57 |
| modeler | fauna | longformer_ext | moonshotai/kimi-k2.5 | 0.04 | 0.24 | 0.47 | 0.11 | 0.20 | 37.49 |
| modeler | fauna | t5 | moonshotai/kimi-k2.5 | 0.02 | 0.17 | 0.40 | 0.09 | 0.17 | 35.79 |
| modeler | grazing | bart | moonshotai/kimi-k2.5 | 0.01 | 0.13 | 0.32 | 0.08 | 0.14 | 36.98 |
| modeler | grazing | bert | moonshotai/kimi-k2.5 | 0.02 | 0.24 | 0.41 | 0.09 | 0.14 | 14.24 |
| modeler | grazing | longformer_ext | moonshotai/kimi-k2.5 | 0.02 | 0.17 | 0.39 | 0.10 | 0.16 | 38.29 |
| modeler | grazing | t5 | moonshotai/kimi-k2.5 | 0.01 | 0.12 | 0.30 | 0.07 | 0.14 | 44.10 |
| modeler | milk_consumption | bart | moonshotai/kimi-k2.5 | 0.06 | 0.22 | 0.48 | 0.15 | 0.22 | 37.09 |
| modeler | milk_consumption | bert | moonshotai/kimi-k2.5 | 0.05 | 0.29 | 0.48 | 0.17 | 0.18 | 9.52 |
| modeler | milk_consumption | longformer_ext | moonshotai/kimi-k2.5 | 0.07 | 0.23 | 0.45 | 0.16 | 0.21 | 42.88 |
| modeler | milk_consumption | t5 | moonshotai/kimi-k2.5 | 0.04 | 0.20 | 0.42 | 0.13 | 0.18 | 47.49 |

## screening/qwen3.5-27b_openrouter_all_abms_chain/06_quantitative_smoke_latest

| Reference family | ABM | Summary | LLM | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| author | fauna | bart | qwen/qwen3.5-27b | 0.04 | 0.24 | 0.45 | 0.12 | 0.20 | 38.47 |
| author | fauna | bert | qwen/qwen3.5-27b | 0.03 | 0.30 | 0.45 | 0.10 | 0.18 | 31.19 |
| author | fauna | longformer_ext | qwen/qwen3.5-27b | 0.03 | 0.27 | 0.43 | 0.10 | 0.19 | 38.54 |
| author | fauna | t5 | qwen/qwen3.5-27b | 0.03 | 0.23 | 0.46 | 0.12 | 0.20 | 46.36 |
| author | grazing | bart | qwen/qwen3.5-27b | 0.04 | 0.21 | 0.47 | 0.17 | 0.22 | 61.15 |
| author | grazing | bert | qwen/qwen3.5-27b | 0.04 | 0.33 | 0.52 | 0.16 | 0.22 | 52.63 |
| author | grazing | longformer_ext | qwen/qwen3.5-27b | 0.05 | 0.29 | 0.52 | 0.15 | 0.22 | 72.71 |
| author | grazing | t5 | qwen/qwen3.5-27b | 0.03 | 0.21 | 0.43 | 0.12 | 0.20 | 67.22 |
| author | milk_consumption | bart | qwen/qwen3.5-27b | 0.05 | 0.20 | 0.48 | 0.17 | 0.24 | 56.10 |
| author | milk_consumption | bert | qwen/qwen3.5-27b | 0.10 | 0.33 | 0.62 | 0.21 | 0.25 | 39.97 |
| author | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.07 | 0.25 | 0.56 | 0.18 | 0.23 | 62.80 |
| author | milk_consumption | t5 | qwen/qwen3.5-27b | 0.03 | 0.14 | 0.38 | 0.13 | 0.19 | 70.81 |
| gpt5.2_long | fauna | none | qwen/qwen3.5-27b | 0.07 | 0.30 | 0.63 | 0.24 | 0.29 | 44.93 |
| gpt5.2_long | grazing | none | qwen/qwen3.5-27b | 0.07 | 0.30 | 0.63 | 0.23 | 0.29 | 59.42 |
| gpt5.2_long | milk_consumption | none | qwen/qwen3.5-27b | 0.09 | 0.29 | 0.63 | 0.24 | 0.28 | 50.16 |
| gpt5.2_short | fauna | bart | qwen/qwen3.5-27b | 0.03 | 0.19 | 0.46 | 0.12 | 0.19 | 38.47 |
| gpt5.2_short | fauna | bert | qwen/qwen3.5-27b | 0.03 | 0.30 | 0.50 | 0.12 | 0.20 | 31.19 |
| gpt5.2_short | fauna | longformer_ext | qwen/qwen3.5-27b | 0.05 | 0.22 | 0.46 | 0.10 | 0.18 | 38.54 |
| gpt5.2_short | fauna | t5 | qwen/qwen3.5-27b | 0.03 | 0.17 | 0.40 | 0.10 | 0.18 | 46.36 |
| gpt5.2_short | grazing | bart | qwen/qwen3.5-27b | 0.01 | 0.16 | 0.40 | 0.11 | 0.15 | 61.15 |
| gpt5.2_short | grazing | bert | qwen/qwen3.5-27b | 0.03 | 0.25 | 0.54 | 0.13 | 0.20 | 52.63 |
| gpt5.2_short | grazing | longformer_ext | qwen/qwen3.5-27b | 0.02 | 0.21 | 0.50 | 0.11 | 0.16 | 72.71 |
| gpt5.2_short | grazing | t5 | qwen/qwen3.5-27b | 0.01 | 0.14 | 0.37 | 0.10 | 0.15 | 67.22 |
| gpt5.2_short | milk_consumption | bart | qwen/qwen3.5-27b | 0.03 | 0.17 | 0.41 | 0.13 | 0.19 | 56.10 |
| gpt5.2_short | milk_consumption | bert | qwen/qwen3.5-27b | 0.07 | 0.28 | 0.54 | 0.18 | 0.22 | 39.97 |
| gpt5.2_short | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.04 | 0.21 | 0.49 | 0.16 | 0.20 | 62.80 |
| gpt5.2_short | milk_consumption | t5 | qwen/qwen3.5-27b | 0.01 | 0.13 | 0.34 | 0.10 | 0.16 | 70.81 |
| modeler | fauna | bart | qwen/qwen3.5-27b | 0.01 | 0.14 | 0.37 | 0.10 | 0.18 | 38.47 |
| modeler | fauna | bert | qwen/qwen3.5-27b | 0.07 | 0.29 | 0.52 | 0.14 | 0.21 | 31.19 |
| modeler | fauna | longformer_ext | qwen/qwen3.5-27b | 0.02 | 0.21 | 0.45 | 0.11 | 0.21 | 38.54 |
| modeler | fauna | t5 | qwen/qwen3.5-27b | 0.01 | 0.12 | 0.32 | 0.08 | 0.15 | 46.36 |
| modeler | grazing | bart | qwen/qwen3.5-27b | 0.00 | 0.11 | 0.29 | 0.07 | 0.12 | 61.15 |
| modeler | grazing | bert | qwen/qwen3.5-27b | 0.02 | 0.20 | 0.45 | 0.10 | 0.16 | 52.63 |
| modeler | grazing | longformer_ext | qwen/qwen3.5-27b | 0.01 | 0.16 | 0.38 | 0.08 | 0.15 | 72.71 |
| modeler | grazing | t5 | qwen/qwen3.5-27b | 0.00 | 0.10 | 0.27 | 0.06 | 0.12 | 67.22 |
| modeler | milk_consumption | bart | qwen/qwen3.5-27b | 0.04 | 0.16 | 0.39 | 0.14 | 0.20 | 56.10 |
| modeler | milk_consumption | bert | qwen/qwen3.5-27b | 0.06 | 0.27 | 0.53 | 0.17 | 0.22 | 39.97 |
| modeler | milk_consumption | longformer_ext | qwen/qwen3.5-27b | 0.06 | 0.21 | 0.51 | 0.15 | 0.22 | 62.80 |
| modeler | milk_consumption | t5 | qwen/qwen3.5-27b | 0.02 | 0.14 | 0.36 | 0.11 | 0.17 | 70.81 |