| 전략 | flash-3.6 | flash-3.7 | sonnet-5 | luna | qwen3vl-8b | cosmos-r2-8b | molmo2-8b |
|---|---|---|---|---|---|---|---|
| blind | 0.116/0.022 | 0.044/0.016 | 0.016/0.000 | 0.035/0.003 | 0.035/0.009 | 0.091/0.016 | 0.050/0.003 |
| textlog (오라클) | 0.943/0.783 | 0.940/0.780 | 0.928/0.780 | 0.909/0.764 | 0.418/0.327 | 0.355/0.289 | 0.582/0.506 |
| frames-uniform | 0.292/0.126 | 0.286/0.129 | 0.135/0.025 | 0.186/0.057 | 0.091/0.025 | 0.116/0.019 | 0.101/0.013 |
| rf-v2 (MEM naive) | 0.299/0.145 | 0.443/0.242 | 0.208/0.072 | 0.157/0.041 | 0.047/0.016 | 0.085/0.009 | 0.057/0.013 |
| rf-v3 (MEM-style) | 0.236/0.104 | 0.233/0.085 | 0.173/0.031 | 0.164/0.028 | 0.044/0.003 | 0.079/0.016 | 0.038/0.009 |
| vis-pure (MemER-style) | 0.384/0.164 | 0.396/0.179 | 0.151/0.044 | 0.160/0.041 | 0.094/0.022 | 0.104/0.022 | 0.079/0.009 |
| tagmem-r3 (ours) | 0.365/0.164 | 0.431/0.233 | 0.142/0.050 | 0.170/0.047 | 0.041/0.009 | 0.038/0.016 | 0.038/0.000 |
비오라클 순위: flash-3.6 vis > tagmem > rf-v2 > frames · flash-3.7 rf-v2 .443 > tagmem .431 > vis .396 > frames · sonnet rf-v2 > rf-v3 > vis · luna frames .186 ≈ 전 전략(.16–.19) · 오픈 3종 frames/vis .08–.12 > 텍스트 .04–.09. 기권: API blind .76–.95(양면을 모르면 기권), 오라클 .00–.03. 오류행(오답 처리): flash·luna 0 · sonnet 37 · qwen 183 · molmo2 198 · cosmos 829(37%, vocab·절단).
| 전략 | flash-3.6 | flash-3.7 | sonnet-5 | luna | qwen3vl-8b | cosmos-r2-8b | molmo2-8b |
|---|---|---|---|---|---|---|---|
| blind | .295 / .320 | .109 / .071 | .022 / .025 | .050 / .062 | .146 / .143 | .264 / .180 | .183 / .118 |
| textlog | .938 / .963 | .935 / .950 | .922 / .953 | .904 / .950 | .655 / .488 | .432 / .435 | .671 / .699 |
| frames | .543 / .429 | .540 / .450 | .342 / .332 | .376 / .432 | .224 / .267 | .261 / .255 | .227 / .314 |
| rf-v2 | .537 / .438 | .606 / .534 | .373 / .348 | .348 / .280 | .134 / .140 | .168 / .180 | .137 / .099 |
| vis-pure | .581 / .565 | .615 / .562 | .376 / .245 | .391 / .385 | .280 / .211 | .276 / .196 | .255 / .255 |
| tagmem | .537 / .534 | .596 / .516 | .317 / .261 | .382 / .323 | .130 / .096 | .106 / .062 | .096 / .084 |
면별로는 vis·rf-v2·tagmem이 비슷(flash-3.7 now .60–.62, orig .52–.56)하지만 동시 정답에서 rf-v2가 앞섬 — 노트는 한 물체의 두 위치를 한 문장 맥락에 남기고, 키프레임은 두 시점을 따로 맞혀야 함. blind는 면별 .1–.3이라도 동시 정답은 ≤.12.
grid_v1final.py restore nohidden으로 즉시 출력 가능.