Biography Generation on Biographies
11.22Token MAEICL+Feedback
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ICL+FeedbackLLM=Qwen3-8B2026.01 | 11.22 | 70.49 | 3.13 | 12.75 | 53.16 | 3.12 | 0.01 | 98.54 | 3.06 | |
| ICL+FeedbackLLM=Qwen3-4B2026.01 | 14.49 | 59.41 | 2.98 | 7.19 | 79.31 | 3.02 | 0.17 | 82.6 | 2.78 | |
| FeedbackLLM=Qwen3-8B2026.01 | 22.78 | 66.01 | 3.12 | 9.22 | 73.66 | 3.14 | 0.05 | 97.91 | 3.09 | |
| ICL+FeedbackLLM=LLaMA-3.1-8B-Instruct2026.01 | 24.11 | 47.54 | 3.38 | 11.61 | 61.92 | 3.36 | 0.19 | 92.53 | 3.22 | |
| ICLLLM=Qwen3-4B2026.01 | 25.07 | 29.01 | 2.94 | 29.41 | 30.45 | 2.98 | 3.36 | 21.68 | 2.62 | |
| ICLLLM=Qwen3-8B2026.01 | 27.7 | 28.98 | 3.11 | 38.86 | 16.25 | 3.09 | 1.25 | 50.82 | 3.07 | |
| FeedbackLLM=LLaMA-3.1-8B-Instruct2026.01 | 36.9 | 39.04 | 3.34 | 21.96 | 45.15 | 3.32 | 0.77 | 80.2 | 3.24 | |
| ICLLLM=LLaMA-3.1-8B-Instruct2026.01 | 41.81 | 21.16 | 3.24 | 28.69 | 20.04 | 3.33 | 6.12 | 17.12 | 3.12 | |
| MarkergenLLM=Qwen3-8B2026.01 | 42.91 | 44.4 | 2.49 | 26.79 | 40.2 | 2.94 | 2.08 | 33.26 | 3.02 | |
| MarkergenLLM=LLaMA-3.1-8B-Instruct2026.01 | 69.26 | 53.83 | 2.91 | 37.16 | 53.94 | 2.97 | 2.68 | 29.55 | 2.9 | |
| BaselineLLM=Qwen3-8B2026.01 | 78.85 | 8.74 | 3.14 | 55.11 | 8.59 | 3.12 | 2.67 | 26.44 | 3.11 | |
| BaselineLLM=Qwen3-4B2026.01 | 80.46 | 8.24 | 2.94 | 27.66 | 29.82 | 3.04 | 10.94 | 20.58 | 2.8 | |
| FeedbackLLM=Qwen3-4B2026.01 | 93.36 | 35.68 | 2.82 | 19.37 | 51.99 | 2.99 | 0.28 | 81.66 | 2.93 | |
| BaselineLLM=LLaMA-3.1-8B-Instruct2026.01 | 97.64 | 6.98 | 3.12 | 51.72 | 10.23 | 3.22 | 4.86 | 24.46 | 3.02 |