# Master Factorial Contributions

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

| Reference family | Feature | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- |
| author | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| author | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| gpt5.2_short | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| modeler | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |

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

| Reference family | Feature | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- |
| author | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| author | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| gpt5.2_short | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Evidence_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Insights_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Role_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** | **100.00** |
| modeler | Summarizer_AND_Example | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Evidence | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Insights | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | Summarizer_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |

## screening/eval_qwen_kimi

| Reference family | Feature | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- |
| author | Example | 0.05 | 0.07 | 0.23 | 0.07 | <0.01 | 0.33 |
| author | Evidence | 0.50 | 0.01 | 1.24 | 1.42 | 0.53 | 0.33 |
| author | Evidence_AND_Example | 0.90 | 0.08 | 1.50 | 1.62 | 0.62 | 0.68 |
| author | Evidence_AND_Insights | 0.52 | 0.02 | 1.73 | 1.92 | 1.32 | 0.93 |
| author | Evidence_AND_Role | 3.57 | 0.16 | 2.77 | 4.15 | 3.11 | 0.37 |
| author | Insights | 0.01 | <0.01 | 0.50 | 0.48 | 0.78 | 0.42 |
| author | Insights_AND_Example | 0.07 | 0.08 | 0.73 | 0.55 | 0.79 | 0.80 |
| author | Role | 2.88 | 0.12 | 1.31 | 2.61 | 2.53 | <0.01 |
| author | Role_AND_Example | 2.94 | 0.19 | 1.54 | 2.68 | 2.54 | 0.33 |
| author | Role_AND_Insights | 2.89 | 0.13 | 1.83 | 3.09 | 3.30 | 0.43 |
| author | Summarizer | **9.17** | **15.43** | **7.66** | **7.75** | **7.92** | 4.44 |
| author | Summarizer_AND_Example | **9.88** | **15.52** | **8.48** | **8.14** | **8.41** | **5.18** |
| author | Summarizer_AND_Evidence | **10.98** | **15.55** | **11.60** | **9.51** | **8.91** | 4.86 |
| author | Summarizer_AND_Insights | **9.56** | **15.51** | **9.43** | **8.36** | **8.92** | 4.90 |
| author | Summarizer_AND_Role | **12.20** | **15.65** | **9.23** | **10.88** | **10.73** | 4.55 |
| author | Evidence_AND_LLM | 1.09 | 0.75 | 1.78 | **5.15** | 4.36 | **11.16** |
| author | Example_AND_LLM | 0.63 | 0.81 | 0.82 | 3.67 | 3.85 | **11.13** |
| author | Insights_AND_LLM | 0.59 | 0.72 | 1.19 | 4.13 | 4.66 | **11.23** |
| author | LLM | 0.58 | 0.71 | 0.48 | 3.59 | 3.82 | **10.80** |
| author | LLM_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| author | LLM_AND_Summarizer | **26.14** | **17.60** | **34.10** | **14.00** | **16.55** | **16.24** |
| author | Role_AND_LLM | 4.87 | 0.90 | 1.84 | **6.24** | **6.34** | **10.88** |
| gpt5.2_long | Example | <0.01 | 1.79 | 0.07 | 0.02 | <0.01 | 0.51 |
| gpt5.2_long | Evidence | 3.19 | 1.72 | **8.75** | **9.96** | 4.45 | 0.55 |
| gpt5.2_long | Evidence_AND_Example | 3.23 | 3.73 | **8.95** | **10.19** | 4.56 | 1.11 |
| gpt5.2_long | Evidence_AND_Insights | 3.62 | 1.94 | **10.56** | **11.06** | **5.22** | 1.70 |
| gpt5.2_long | Evidence_AND_Role | 4.84 | 2.29 | **9.67** | **14.52** | **6.54** | 0.56 |
| gpt5.2_long | Insights | 0.44 | 0.21 | 1.76 | 0.99 | 0.75 | 1.13 |
| gpt5.2_long | Insights_AND_Example | 0.44 | 2.05 | 1.85 | 1.01 | 0.76 | 1.67 |
| gpt5.2_long | Role | 1.65 | 0.56 | 0.91 | 4.55 | 2.08 | <0.01 |
| gpt5.2_long | Role_AND_Example | 1.69 | 2.37 | 1.00 | 4.58 | 2.09 | 0.51 |
| gpt5.2_long | Role_AND_Insights | 2.10 | 0.77 | 2.68 | **5.55** | 2.84 | 1.13 |
| gpt5.2_long | Summarizer | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Example | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Evidence | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Insights | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Role | — | — | — | — | — | — |
| gpt5.2_long | Evidence_AND_LLM | **18.01** | **17.82** | **17.10** | **14.25** | **16.95** | **18.31** |
| gpt5.2_long | Example_AND_LLM | **14.63** | **18.10** | **8.32** | 4.30 | **12.34** | **18.32** |
| gpt5.2_long | Insights_AND_LLM | **15.35** | **15.51** | **10.63** | **5.54** | **13.14** | **18.85** |
| gpt5.2_long | LLM | **14.58** | **15.19** | **8.25** | 4.27 | **12.27** | **17.71** |
| gpt5.2_long | LLM_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_long | Role_AND_LLM | **16.23** | **15.95** | **9.51** | **9.19** | **16.01** | **17.94** |
| gpt5.2_short | Example | <0.01 | 0.05 | 0.17 | 0.01 | 0.08 | 0.33 |
| gpt5.2_short | Evidence | 0.02 | 0.01 | 0.34 | 1.39 | 1.61 | 0.33 |
| gpt5.2_short | Evidence_AND_Example | 0.12 | 0.06 | 0.52 | 1.53 | 1.78 | 0.68 |
| gpt5.2_short | Evidence_AND_Insights | 0.05 | 0.06 | 0.35 | 1.58 | 2.21 | 0.93 |
| gpt5.2_short | Evidence_AND_Role | 0.69 | 0.04 | 0.92 | 4.57 | 4.33 | 0.37 |
| gpt5.2_short | Insights | 0.02 | 0.05 | <0.01 | 0.16 | 0.58 | 0.42 |
| gpt5.2_short | Insights_AND_Example | 0.03 | 0.10 | 0.17 | 0.18 | 0.68 | 0.80 |
| gpt5.2_short | Role | 0.58 | 0.02 | 0.53 | 3.12 | 2.69 | <0.01 |
| gpt5.2_short | Role_AND_Example | 0.59 | 0.07 | 0.70 | 3.13 | 2.78 | 0.33 |
| gpt5.2_short | Role_AND_Insights | 0.60 | 0.07 | 0.54 | 3.29 | 3.27 | 0.43 |
| gpt5.2_short | Summarizer | **10.05** | **14.90** | **12.87** | **11.10** | **8.59** | 4.44 |
| gpt5.2_short | Summarizer_AND_Example | **10.49** | **14.95** | **13.11** | **11.21** | **9.01** | **5.18** |
| gpt5.2_short | Summarizer_AND_Evidence | **11.61** | **14.95** | **13.96** | **12.74** | **10.97** | 4.86 |
| gpt5.2_short | Summarizer_AND_Insights | **10.76** | **15.00** | **13.53** | **11.47** | **9.67** | 4.90 |
| gpt5.2_short | Summarizer_AND_Role | **13.08** | **14.94** | **13.46** | **14.60** | **11.77** | 4.55 |
| gpt5.2_short | Evidence_AND_LLM | 2.42 | 1.55 | 1.38 | 1.77 | 2.60 | **11.16** |
| gpt5.2_short | Example_AND_LLM | 2.30 | 1.59 | 1.31 | 0.36 | 1.05 | **11.13** |
| gpt5.2_short | Insights_AND_LLM | 2.31 | 1.56 | 0.96 | 0.54 | 1.59 | **11.23** |
| gpt5.2_short | LLM | 2.29 | 1.50 | 0.96 | 0.32 | 0.95 | **10.80** |
| gpt5.2_short | LLM_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| gpt5.2_short | LLM_AND_Summarizer | **28.25** | **16.96** | **22.69** | **13.49** | **20.14** | **16.24** |
| gpt5.2_short | Role_AND_LLM | 3.72 | 1.58 | 1.51 | 3.45 | 3.66 | **10.88** |
| modeler | Example | <0.01 | 0.02 | 0.03 | 0.02 | <0.01 | 0.33 |
| modeler | Evidence | 0.26 | 0.03 | 0.10 | 2.27 | 0.88 | 0.33 |
| modeler | Evidence_AND_Example | 0.26 | 0.06 | 0.13 | 2.34 | 0.96 | 0.68 |
| modeler | Evidence_AND_Insights | 0.26 | 0.04 | 0.16 | 3.07 | 2.30 | 0.93 |
| modeler | Evidence_AND_Role | 3.31 | 0.04 | 0.27 | **5.78** | 2.67 | 0.37 |
| modeler | Insights | <0.01 | <0.01 | 0.06 | 0.78 | 1.40 | 0.42 |
| modeler | Insights_AND_Example | 0.07 | 0.04 | 0.11 | 0.88 | 1.53 | 0.80 |
| modeler | Role | 2.91 | <0.01 | 0.15 | 3.44 | 1.70 | <0.01 |
| modeler | Role_AND_Example | 2.91 | 0.02 | 0.18 | 3.46 | 1.76 | 0.33 |
| modeler | Role_AND_Insights | 2.91 | <0.01 | 0.21 | 4.26 | 3.11 | 0.43 |
| modeler | Summarizer | **10.29** | **15.16** | **14.43** | **9.50** | **9.73** | 4.44 |
| modeler | Summarizer_AND_Example | **10.60** | **15.19** | **14.56** | **9.77** | **10.36** | **5.18** |
| modeler | Summarizer_AND_Evidence | **11.76** | **15.21** | **14.88** | **12.23** | **11.67** | 4.86 |
| modeler | Summarizer_AND_Insights | **11.04** | **15.20** | **14.89** | **10.59** | **11.93** | 4.90 |
| modeler | Summarizer_AND_Role | **13.64** | **15.17** | **14.63** | **13.15** | **12.00** | 4.55 |
| modeler | Evidence_AND_LLM | 1.90 | 1.42 | 1.01 | 2.41 | 1.29 | **11.16** |
| modeler | Example_AND_LLM | 1.37 | 1.39 | 0.92 | 0.04 | 0.25 | **11.13** |
| modeler | Insights_AND_LLM | 1.40 | 1.37 | 0.89 | 0.81 | 1.65 | **11.23** |
| modeler | LLM | 1.34 | 1.34 | 0.83 | 0.02 | 0.24 | **10.80** |
| modeler | LLM_AND_Role | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| modeler | LLM_AND_Summarizer | **19.47** | **16.88** | **20.56** | **11.73** | **22.58** | **16.24** |
| modeler | Role_AND_LLM | 4.29 | 1.38 | 1.02 | 3.46 | 1.98 | **10.88** |

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

| Reference family | Feature | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- |
| author | Example | 0.03 | <0.01 | 0.02 | 0.07 | 0.05 | 0.67 |
| author | Evidence | 0.33 | 0.10 | 0.71 | 0.78 | 0.29 | 1.04 |
| author | Evidence_AND_Example | 0.66 | 0.14 | 0.85 | 1.08 | 0.42 | 1.75 |
| author | Evidence_AND_Insights | 0.46 | 0.16 | 1.74 | 1.86 | 1.31 | 2.71 |
| author | Evidence_AND_Role | **7.14** | 0.15 | 1.37 | 4.39 | 2.26 | 1.67 |
| author | Insights | 0.02 | 0.04 | 0.99 | 0.98 | 0.95 | 0.89 |
| author | Insights_AND_Example | 0.06 | 0.06 | 1.00 | 1.06 | 1.01 | 1.73 |
| author | Role | **6.80** | 0.01 | 0.64 | 3.59 | 1.95 | 0.09 |
| author | Role_AND_Example | **6.92** | 0.02 | 0.65 | 3.66 | 2.01 | 0.76 |
| author | Role_AND_Insights | **6.82** | 0.06 | 1.62 | 4.57 | 2.91 | 1.05 |
| author | Summarizer | **12.60** | **19.66** | **17.04** | **14.18** | **16.61** | **16.19** |
| author | Summarizer_AND_Example | **12.73** | **19.69** | **17.10** | **14.44** | **16.77** | **19.35** |
| author | Summarizer_AND_Evidence | **13.01** | **20.02** | **18.89** | **15.16** | **17.03** | **17.79** |
| author | Summarizer_AND_Insights | **12.96** | **19.94** | **19.56** | **15.34** | **17.77** | **17.18** |
| author | Summarizer_AND_Role | **19.45** | **19.94** | **17.82** | **18.84** | **18.66** | **17.12** |
| gpt5.2_long | Example | 0.34 | 0.37 | 0.15 | 0.06 | 0.07 | 1.81 |
| gpt5.2_long | Evidence | **8.77** | **23.97** | **13.40** | **12.15** | **6.54** | **5.76** |
| gpt5.2_long | Evidence_AND_Example | **9.49** | **24.48** | **13.74** | **12.35** | **6.70** | **7.86** |
| gpt5.2_long | Evidence_AND_Insights | **16.01** | **24.16** | **20.93** | **15.34** | **9.58** | **20.41** |
| gpt5.2_long | Evidence_AND_Role | **17.38** | **24.47** | **17.36** | **21.86** | **21.92** | **8.47** |
| gpt5.2_long | Insights | **7.00** | 0.06 | **7.41** | 3.00 | 2.98 | **14.63** |
| gpt5.2_long | Insights_AND_Example | **7.76** | 0.60 | **7.59** | 3.11 | 3.07 | **16.61** |
| gpt5.2_long | Role | **8.46** | 0.45 | 3.95 | **9.67** | **15.32** | 2.63 |
| gpt5.2_long | Role_AND_Example | **8.82** | 0.89 | 4.10 | **9.74** | **15.40** | 4.51 |
| gpt5.2_long | Role_AND_Insights | **15.97** | 0.54 | **11.37** | **12.71** | **18.42** | **17.29** |
| gpt5.2_long | Summarizer | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Example | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Evidence | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Insights | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Role | — | — | — | — | — | — |
| gpt5.2_short | Example | <0.01 | <0.01 | <0.01 | <0.01 | 0.03 | 0.67 |
| gpt5.2_short | Evidence | 0.22 | 0.07 | 1.95 | 1.76 | 1.65 | 1.04 |
| gpt5.2_short | Evidence_AND_Example | 0.41 | 0.07 | 2.11 | 1.81 | 1.81 | 1.75 |
| gpt5.2_short | Evidence_AND_Insights | 0.37 | 0.25 | 2.02 | 2.38 | 2.59 | 2.71 |
| gpt5.2_short | Evidence_AND_Role | 0.32 | 0.09 | 3.04 | **6.34** | 4.34 | 1.67 |
| gpt5.2_short | Insights | 0.07 | 0.18 | 0.03 | 0.55 | 0.87 | 0.89 |
| gpt5.2_short | Insights_AND_Example | 0.13 | 0.19 | 0.09 | 0.59 | 0.92 | 1.73 |
| gpt5.2_short | Role | 0.04 | 0.02 | 1.04 | 4.56 | 2.68 | 0.09 |
| gpt5.2_short | Role_AND_Example | 0.05 | 0.02 | 1.06 | 4.57 | 2.72 | 0.76 |
| gpt5.2_short | Role_AND_Insights | 0.18 | 0.20 | 1.07 | **5.12** | 3.56 | 1.05 |
| gpt5.2_short | Summarizer | **17.06** | **19.65** | **15.64** | **12.75** | **14.41** | **16.19** |
| gpt5.2_short | Summarizer_AND_Example | **17.16** | **19.67** | **15.77** | **12.89** | **14.49** | **19.35** |
| gpt5.2_short | Summarizer_AND_Evidence | **18.44** | **19.85** | **19.22** | **15.11** | **16.54** | **17.79** |
| gpt5.2_short | Summarizer_AND_Insights | **19.58** | **20.00** | **19.41** | **13.70** | **15.88** | **17.18** |
| gpt5.2_short | Summarizer_AND_Role | **25.96** | **19.75** | **17.54** | **17.86** | **17.51** | **17.12** |
| modeler | Example | 0.03 | <0.01 | 0.02 | 0.04 | 0.01 | 0.67 |
| modeler | Evidence | 1.13 | 0.15 | 1.22 | 3.30 | 2.06 | 1.04 |
| modeler | Evidence_AND_Example | 1.32 | 0.16 | 1.42 | 3.50 | 2.41 | 1.75 |
| modeler | Evidence_AND_Insights | 1.22 | 0.23 | 1.38 | 4.78 | 4.29 | 2.71 |
| modeler | Evidence_AND_Role | **7.26** | 0.19 | 1.36 | **8.34** | **5.32** | 1.67 |
| modeler | Insights | 0.07 | 0.07 | 0.15 | 1.44 | 2.21 | 0.89 |
| modeler | Insights_AND_Example | 0.39 | 0.09 | 0.34 | 1.72 | 2.51 | 1.73 |
| modeler | Role | **5.96** | 0.03 | 0.11 | **5.03** | 3.18 | 0.09 |
| modeler | Role_AND_Example | **6.00** | 0.03 | 0.16 | **5.07** | 3.34 | 0.76 |
| modeler | Role_AND_Insights | **6.02** | 0.10 | 0.27 | **6.51** | **5.40** | 1.05 |
| modeler | Summarizer | **11.78** | **19.69** | **17.48** | **9.73** | **11.58** | **16.19** |
| modeler | Summarizer_AND_Example | **11.88** | **19.71** | **17.52** | **9.98** | **11.95** | **19.35** |
| modeler | Summarizer_AND_Evidence | **13.98** | **19.91** | **20.22** | **14.15** | **14.83** | **17.79** |
| modeler | Summarizer_AND_Insights | **13.31** | **19.82** | **19.85** | **11.52** | **15.17** | **17.18** |
| modeler | Summarizer_AND_Role | **19.67** | **19.80** | **18.51** | **14.90** | **15.73** | **17.12** |

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

| Reference family | Feature | BLEU | METEOR | R-1 | R-2 | R-L | Reading ease |
| --- | --- | --- | --- | --- | --- | --- | --- |
| author | Example | 0.03 | 0.18 | 0.26 | 0.11 | 0.02 | 1.73 |
| author | Evidence | 0.32 | 0.02 | 0.65 | 3.63 | 1.85 | 0.96 |
| author | Evidence_AND_Example | 0.55 | 0.20 | 0.93 | 3.88 | 2.04 | 2.88 |
| author | Evidence_AND_Insights | 0.37 | 0.03 | 0.70 | 3.94 | 2.93 | 3.50 |
| author | Evidence_AND_Role | 0.84 | 0.36 | 1.61 | **7.19** | **8.59** | 1.78 |
| author | Insights | <0.01 | <0.01 | 0.02 | 0.29 | 1.06 | 2.16 |
| author | Insights_AND_Example | 0.03 | 0.18 | 0.30 | 0.42 | 1.09 | 4.03 |
| author | Role | 0.14 | 0.31 | 0.74 | 3.10 | **6.44** | 0.65 |
| author | Role_AND_Example | 0.17 | 0.49 | 1.00 | 3.23 | **6.49** | 2.38 |
| author | Role_AND_Insights | 0.14 | 0.32 | 0.78 | 3.40 | **7.51** | 2.85 |
| author | Summarizer | **18.58** | **19.40** | **17.53** | **12.13** | **8.83** | **13.82** |
| author | Summarizer_AND_Example | **19.78** | **19.68** | **18.71** | **13.25** | **11.67** | **15.95** |
| author | Summarizer_AND_Evidence | **21.33** | **19.58** | **20.42** | **17.16** | **14.14** | **16.04** |
| author | Summarizer_AND_Insights | **18.79** | **19.45** | **17.87** | **12.60** | **10.41** | **16.18** |
| author | Summarizer_AND_Role | **18.92** | **19.80** | **18.47** | **15.67** | **16.94** | **15.10** |
| gpt5.2_long | Example | 0.11 | **17.01** | 0.14 | 0.01 | 0.35 | **8.86** |
| gpt5.2_long | Evidence | **18.65** | 0.76 | **23.50** | **19.89** | **23.19** | **5.76** |
| gpt5.2_long | Evidence_AND_Example | **20.25** | **20.64** | **24.05** | **20.59** | **24.34** | **15.38** |
| gpt5.2_long | Evidence_AND_Insights | **18.81** | 3.02 | **24.33** | **20.45** | **24.32** | **14.50** |
| gpt5.2_long | Evidence_AND_Role | **24.51** | 4.98 | **24.07** | **24.43** | **23.65** | **7.93** |
| gpt5.2_long | Insights | 0.02 | 1.87 | 0.71 | 0.41 | 1.04 | **8.04** |
| gpt5.2_long | Insights_AND_Example | 0.78 | **20.14** | 1.12 | 0.49 | 1.39 | **17.36** |
| gpt5.2_long | Role | **5.45** | 4.20 | 0.32 | 4.43 | 0.09 | 1.76 |
| gpt5.2_long | Role_AND_Example | **5.93** | **21.27** | 0.70 | 4.46 | 0.47 | **10.61** |
| gpt5.2_long | Role_AND_Insights | **5.49** | **6.11** | 1.05 | 4.84 | 1.15 | **9.80** |
| gpt5.2_long | Summarizer | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Example | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Evidence | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Insights | — | — | — | — | — | — |
| gpt5.2_long | Summarizer_AND_Role | — | — | — | — | — | — |
| gpt5.2_short | Example | <0.01 | 0.20 | 0.35 | 0.07 | 0.11 | 1.73 |
| gpt5.2_short | Evidence | 0.06 | 0.07 | 0.08 | 1.45 | 1.03 | 0.96 |
| gpt5.2_short | Evidence_AND_Example | 0.12 | 0.29 | 0.46 | 1.81 | 1.32 | 2.88 |
| gpt5.2_short | Evidence_AND_Insights | 0.10 | 0.10 | 0.10 | 1.55 | 1.26 | 3.50 |
| gpt5.2_short | Evidence_AND_Role | 1.39 | 0.25 | 0.49 | 4.18 | 2.82 | 1.78 |
| gpt5.2_short | Insights | <0.01 | <0.01 | <0.01 | 0.02 | 0.21 | 2.16 |
| gpt5.2_short | Insights_AND_Example | <0.01 | 0.21 | 0.35 | 0.10 | 0.33 | 4.03 |
| gpt5.2_short | Role | 1.25 | 0.17 | 0.37 | 2.57 | 1.72 | 0.65 |
| gpt5.2_short | Role_AND_Example | 1.27 | 0.37 | 0.71 | 2.65 | 1.84 | 2.38 |
| gpt5.2_short | Role_AND_Insights | 1.25 | 0.18 | 0.38 | 2.63 | 1.93 | 2.85 |
| gpt5.2_short | Summarizer | **18.16** | **19.49** | **18.92** | **15.56** | **16.25** | **13.82** |
| gpt5.2_short | Summarizer_AND_Example | **18.72** | **19.74** | **19.51** | **15.75** | **17.03** | **15.95** |
| gpt5.2_short | Summarizer_AND_Evidence | **19.71** | **19.66** | **19.90** | **17.40** | **18.96** | **16.04** |
| gpt5.2_short | Summarizer_AND_Insights | **18.26** | **19.54** | **19.08** | **15.73** | **16.77** | **16.18** |
| gpt5.2_short | Summarizer_AND_Role | **19.69** | **19.72** | **19.30** | **18.54** | **18.44** | **15.10** |
| modeler | Example | 0.02 | 0.12 | 0.10 | <0.01 | <0.01 | 1.73 |
| modeler | Evidence | 0.26 | 0.07 | 0.02 | 2.08 | 0.33 | 0.96 |
| modeler | Evidence_AND_Example | 0.37 | 0.19 | 0.14 | 2.31 | 0.37 | 2.88 |
| modeler | Evidence_AND_Insights | 0.31 | 0.07 | 0.06 | 2.60 | 0.97 | 3.50 |
| modeler | Evidence_AND_Role | 1.77 | 0.14 | 0.24 | **5.06** | 1.02 | 1.78 |
| modeler | Insights | 0.04 | <0.01 | 0.04 | 0.48 | 0.63 | 2.16 |
| modeler | Insights_AND_Example | 0.07 | 0.12 | 0.15 | 0.52 | 0.66 | 4.03 |
| modeler | Role | 1.39 | 0.06 | 0.20 | 2.84 | 0.63 | 0.65 |
| modeler | Role_AND_Example | 1.42 | 0.18 | 0.30 | 2.84 | 0.64 | 2.38 |
| modeler | Role_AND_Insights | 1.43 | 0.06 | 0.24 | 3.35 | 1.28 | 2.85 |
| modeler | Summarizer | **17.66** | **19.72** | **19.45** | **14.03** | **17.82** | **13.82** |
| modeler | Summarizer_AND_Example | **18.26** | **19.88** | **19.76** | **14.44** | **18.44** | **15.95** |
| modeler | Summarizer_AND_Evidence | **19.78** | **19.83** | **19.98** | **17.11** | **19.53** | **16.04** |
| modeler | Summarizer_AND_Insights | **18.13** | **19.76** | **19.64** | **14.86** | **18.85** | **16.18** |
| modeler | Summarizer_AND_Role | **19.09** | **19.79** | **19.67** | **17.46** | **18.85** | **15.10** |