Goal-Conditioned Visual Navigation Instruction Generation on R2R-Goal (test)
33BLEU-4Anole-7B + Interleaved
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Anole-7B + InterleavedReasoning Strategy=Interleaved2025.08 | 33 | 18 | 20 | 22 | |
| Anole-7B + One-passReasoning Strategy=One-pass2025.08 | 29 | 19 | 17 | 18 | |
| C-Instructor2025.08 | 22 | 18 | 13 | 20 | |
| Speaker-Follower2025.08 | 9 | 6 | 7 | 12 | |
| Claude 4 Opus2025.08 | 9 | 14 | 17 | 14 | |
| Anole-7B + CoTReasoning Strategy=fine-tuned CoT2025.08 | 9 | 10 | 13 | 15 | |
| GPT-4o + CoTReasoning Strategy=zero-shot CoT2025.08 | 8 | 17 | 18 | 19 | |
| Gemini 3.02025.08 | 8 | 12 | 15 | 13 | |
| GPT-4oReasoning Strategy=Direct2025.08 | 7 | 15 | 18 | 18 | |
| Claude 3 Opus2025.08 | 7 | 11 | 13 | 13 | |
| Gemini 2.02025.08 | 6 | 10 | 14 | 13 | |
| LANA2025.08 | 5 | 3 | 11 | 9 | |
| Anole-7B (Direct)Reasoning Strategy=Direct2025.08 | 5 | 9 | 10 | 13 |