Delphi
Collection
Marin's first open scaling suite. 88 base models, 3e18 → 1e23 FLOPs. https://openathena.ai/blog/delphi • 89 items • Updated • 8
kind large_stringclasses 4
values | quantizer large_stringclasses 1
value | run_name large_stringlengths 42 63 ⌀ | state large_stringclasses 1
value | tokens float64 1.1B 628B ⌀ | loss float64 2.35 3.71 ⌀ | params float64 157M 25B ⌀ | total_gflops float64 3B 100,001B ⌀ | gflops_bucket_gflops float64 3B 300B ⌀ | gflops_bucket_flops float64 3,000,000,000B 300,000,000,000B ⌀ | wandb_url large_stringlengths 88 109 ⌀ | gflops_bucket float64 3B 300B ⌀ | C_flops float64 3,000,000,000B 100,000,934,475,435B ⌀ | T_star float64 1.48B 20.9B ⌀ | P_star float64 381M 2.35B ⌀ | loss_star float64 2.88 3.59 ⌀ | a float64 0.32 0.57 ⌀ | b float64 -10.51 -6.71 ⌀ | c float64 37 51.8 ⌀ | logT_star float64 9.17 10.3 ⌀ | a_under float64 0.32 0.52 ⌀ | a_over float64 0.33 0.57 ⌀ | seed large_stringclasses 3
values | C_nom float64 1,000,000,000,000B 100,000,000,000,000B ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d896-L10-B32-adamh_scaling_v6 | finished | 4,728,946,688 | 3.40659 | 358,306,688 | 9,000,084,122.797867 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d896-L10-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d512-L6-B64-adamh_scaling_v6 | finished | 12,914,786,304 | 3.61296 | 156,508,160 | 9,000,018,258.40064 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d512-L6-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+18-d1024-L11-B8-adamh_scaling_v6 | finished | 1,223,393,280 | 3.589725 | 447,244,032 | 2,999,996,780.013158 | 3,000,000,000 | 3,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B18-d1024-L11-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1408-L15-B8-adamh_scaling_v6 | finished | 1,806,336,000 | 3.411892 | 837,007,744 | 8,999,938,427.977728 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1408-L15-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1280-L13-B16-adamh_scaling_v6 | finished | 2,336,227,328 | 3.398891 | 669,160,448 | 9,000,107,576.54053 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1280-L13-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1024-L11-B16-adamh_scaling_v6 | finished | 3,670,212,608 | 3.392257 | 447,244,032 | 9,000,070,693.508875 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1024-L11-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+18-d768-L8-B16-adamh_scaling_v6 | finished | 2,225,930,240 | 3.608082 | 272,513,792 | 2,999,992,672.950682 | 3,000,000,000 | 3,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B18-d768-L8-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+18-d640-L7-B16-adamh_scaling_v6 | finished | 3,032,612,864 | 3.637565 | 210,054,272 | 2,999,998,446.99734 | 3,000,000,000 | 3,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B18-d640-L7-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+18-d512-L6-B32-adamh_scaling_v6 | finished | 4,304,928,768 | 3.710956 | 156,508,160 | 3,000,006,086.133547 | 3,000,000,000 | 3,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B18-d512-L6-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d768-L8-B64-adamh_scaling_v6 | finished | 13,355,712,512 | 3.379294 | 272,513,792 | 18,000,132,689.708973 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d768-L8-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d640-L7-B128-adamh_scaling_v6 | finished | 18,195,939,328 | 3.460998 | 210,054,272 | 18,000,250,006.740665 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d640-L7-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d512-L6-B128-adamh_scaling_v6 | finished | 25,829,572,608 | 3.566912 | 156,508,160 | 18,000,036,516.80128 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d512-L6-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1792-L18-B8-adamh_scaling_v6 | finished | 2,111,995,904 | 3.311974 | 1,384,584,448 | 18,000,138,425.100925 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1792-L18-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1280-L13-B32-adamh_scaling_v6 | finished | 4,672,454,656 | 3.277182 | 669,160,448 | 18,000,215,153.08106 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1280-L13-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d768-L8-B32-adamh_scaling_v6 | finished | 6,677,856,256 | 3.450529 | 272,513,792 | 9,000,066,344.854486 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d768-L8-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+18-d896-L10-B8-adamh_scaling_v6 | finished | 1,576,304,640 | 3.586067 | 358,306,688 | 3,000,007,253.022474 | 3,000,000,000 | 3,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B18-d896-L10-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1408-L15-B16-adamh_scaling_v6 | finished | 3,612,672,000 | 3.274366 | 837,007,744 | 17,999,876,855.955456 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1408-L15-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1536-L16-B8-adamh_scaling_v6 | finished | 1,494,777,856 | 3.429766 | 998,036,992 | 8,999,942,959.034008 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1536-L16-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1152-L12-B16-adamh_scaling_v6 | finished | 2,904,358,912 | 3.384015 | 550,337,664 | 8,999,992,079.50123 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1152-L12-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d896-L10-B64-adamh_scaling_v6 | finished | 9,457,893,376 | 3.319996 | 358,306,688 | 18,000,168,245.595734 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d896-L10-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d2304-L23-B8-adamh_scaling_v6 | finished | 1,117,061,120 | 3.418305 | 2,544,614,912 | 18,000,231,235.049225 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d2304-L23-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d2176-L22-B8-adamh_scaling_v6 | finished | 1,281,916,928 | 3.392598 | 2,224,985,216 | 18,000,127,981.08264 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d2176-L22-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1664-L17-B16-adamh_scaling_v6 | finished | 2,500,722,688 | 3.299976 | 1,180,038,272 | 17,999,964,079.49348 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1664-L17-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1024-L11-B32-adamh_scaling_v6 | finished | 7,340,425,216 | 3.291073 | 447,244,032 | 18,000,141,387.01775 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1024-L11-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d1792-L18-B64-adamh_scaling_v6 | finished | 10,559,946,752 | 3.041492 | 1,384,584,448 | 90,000,412,850.08804 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d1792-L18-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d2816-L28-B8-adamh_scaling_v6 | finished | 1,095,663,616 | 3.394177 | 4,275,080,960 | 30,000,049,287.47235 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d2816-L28-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d2560-L26-B8-adamh_scaling_v6 | finished | 1,387,692,032 | 3.345738 | 3,383,110,656 | 29,999,853,720.43149 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d2560-L26-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d768-L8-B512-adamh_scaling_v6 | finished | 133,557,125,120 | 3.253106 | 272,513,792 | 180,001,326,897.08975 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d768-L8-B512-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d1280-L13-B256-adamh_scaling_v6 | finished | 46,723,497,984 | 3.012056 | 669,160,448 | 179,998,111,985.21967 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d1280-L13-B256-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d3840-L37-B8-adamh_scaling_v6 | finished | 1,443,332,096 | 3.281388 | 9,714,698,752 | 90,000,163,075.45964 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d3840-L37-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d3072-L30-B16-adamh_scaling_v6 | finished | 2,639,331,328 | 3.168732 | 5,318,048,256 | 89,999,865,190.2182 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d3072-L30-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d1792-L18-B128-adamh_scaling_v6 | finished | 21,119,893,504 | 2.951383 | 1,384,584,448 | 180,000,825,700.1761 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d1792-L18-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d1024-L11-B256-adamh_scaling_v6 | finished | 36,702,257,152 | 3.138049 | 447,244,032 | 90,001,028,348.96634 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d1024-L11-B256-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d1536-L16-B128-adamh_scaling_v6 | finished | 29,895,950,336 | 2.966437 | 998,036,992 | 180,001,226,704.09265 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d1536-L16-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d1024-L11-B512-adamh_scaling_v6 | finished | 73,404,514,304 | 3.095741 | 447,244,032 | 180,002,056,697.93268 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d1024-L11-B512-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d3584-L35-B8-adamh_scaling_v6 | finished | 1,726,808,064 | 3.24349 | 8,112,833,792 | 89,999,783,677.10764 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d3584-L35-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d2816-L28-B32-adamh_scaling_v6 | finished | 6,573,916,160 | 2.998841 | 4,275,080,960 | 179,998,501,302.5302 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d2816-L28-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d2560-L26-B16-adamh_scaling_v6 | finished | 4,163,108,864 | 3.097877 | 3,383,110,656 | 90,000,269,557.09415 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d2560-L26-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d3328-L33-B8-adamh_scaling_v6 | finished | 2,089,222,144 | 3.20314 | 6,701,811,712 | 89,999,855,154.49025 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d3328-L33-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d1792-L18-B256-adamh_scaling_v6 | finished | 35,199,647,744 | 2.896234 | 1,384,584,448 | 299,999,886,698.0717 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d1792-L18-B256-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d2048-L21-B8-adamh_scaling_v6 | finished | 1,480,491,008 | 3.363346 | 1,934,716,160 | 17,999,872,021.70133 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d2048-L21-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d2048-L21-B32-adamh_scaling_v6 | finished | 7,402,553,344 | 3.049008 | 1,934,716,160 | 90,000,555,292.67842 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d2048-L21-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d1792-L18-B16-adamh_scaling_v6 | finished | 3,519,938,560 | 3.214288 | 1,384,584,448 | 29,999,765,249.473904 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d1792-L18-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d2304-L23-B8-adamh_scaling_v6 | finished | 1,861,746,688 | 3.288836 | 2,544,614,912 | 30,000,033,377.839745 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d2304-L23-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d3584-L35-B16-adamh_scaling_v6 | finished | 3,453,616,128 | 3.08717 | 8,112,833,792 | 179,999,567,354.21527 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d3584-L35-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d2048-L21-B64-adamh_scaling_v6 | finished | 14,805,106,688 | 2.947815 | 1,934,716,160 | 180,001,110,585.35684 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d2048-L21-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d3840-L37-B16-adamh_scaling_v6 | finished | 2,886,664,192 | 3.11919 | 9,714,698,752 | 180,000,326,150.91928 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d3840-L37-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d4096-L40-B8-adamh_scaling_v6 | finished | 1,189,281,792 | 3.329148 | 11,788,433,408 | 90,001,014,742.50995 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d4096-L40-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d2560-L26-B32-adamh_scaling_v6 | finished | 8,326,217,728 | 2.973424 | 3,383,110,656 | 180,000,539,114.1883 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d2560-L26-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d2304-L23-B64-adamh_scaling_v6 | finished | 11,170,480,128 | 2.960082 | 2,544,614,912 | 180,000,200,267.03845 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d2304-L23-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d3328-L33-B16-adamh_scaling_v6 | finished | 4,178,444,288 | 3.054751 | 6,701,811,712 | 179,999,710,308.9805 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d3328-L33-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d2560-L26-B64-adamh_scaling_v6 | finished | 13,877,116,928 | 2.897275 | 3,383,110,656 | 300,002,787,579.113 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d2560-L26-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d3328-L33-B32-adamh_scaling_v6 | finished | 6,964,117,504 | 2.957429 | 6,701,811,712 | 300,001,399,295.3591 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d3328-L33-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d2304-L23-B32-adamh_scaling_v6 | finished | 5,585,240,064 | 3.070413 | 2,544,614,912 | 90,000,100,133.51923 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d2304-L23-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d1536-L16-B64-adamh_scaling_v6 | finished | 14,947,975,168 | 3.03987 | 998,036,992 | 90,000,613,352.04633 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d1536-L16-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d1280-L13-B128-adamh_scaling_v6 | finished | 23,361,748,992 | 3.072924 | 669,160,448 | 89,999,055,992.60983 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d1280-L13-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d3072-L30-B32-adamh_scaling_v6 | finished | 5,278,662,656 | 3.02768 | 5,318,048,256 | 179,999,730,380.4364 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d3072-L30-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d1024-L11-B512-adamh_scaling_v6 | finished | 122,339,459,072 | 3.068567 | 447,244,032 | 299,999,999,415.1934 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d1024-L11-B512-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d2304-L23-B128-adamh_scaling_v6 | finished | 18,617,466,880 | 2.891209 | 2,544,614,912 | 300,000,333,778.3974 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d2304-L23-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d1536-L16-B256-adamh_scaling_v6 | finished | 49,826,234,368 | 2.92024 | 998,036,992 | 299,999,940,041.56555 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d1536-L16-B256-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d3072-L30-B64-adamh_scaling_v6 | finished | 8,797,814,784 | 2.935249 | 5,318,048,256 | 300,001,040,463.7264 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d3072-L30-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d4096-L40-B16-adamh_scaling_v6 | finished | 3,964,207,104 | 3.039535 | 11,788,433,408 | 299,998,422,921.6776 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d4096-L40-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d768-L8-B128-adamh_scaling_v6 | finished | 22,259,171,328 | 3.34042 | 272,513,792 | 29,999,750,077.50193 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d768-L8-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1152-L12-B32-adamh_scaling_v6 | finished | 5,808,717,824 | 3.280101 | 550,337,664 | 17,999,984,159.00246 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1152-L12-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d640-L7-B64-adamh_scaling_v6 | finished | 9,097,969,664 | 3.513423 | 210,054,272 | 9,000,125,003.370333 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d640-L7-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d2048-L21-B16-adamh_scaling_v6 | finished | 2,467,495,936 | 3.253178 | 1,934,716,160 | 29,999,919,501.07686 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d2048-L21-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d3840-L37-B32-adamh_scaling_v6 | finished | 4,811,128,832 | 3.012918 | 9,714,698,752 | 300,001,905,768.64 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d3840-L37-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1536-L16-B16-adamh_scaling_v6 | finished | 2,989,555,712 | 3.285994 | 998,036,992 | 17,999,885,918.068016 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1536-L16-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d2816-L28-B16-adamh_scaling_v6 | finished | 3,286,958,080 | 3.130231 | 4,275,080,960 | 89,999,250,651.2651 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d2816-L28-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+19-d768-L8-B256-adamh_scaling_v6 | finished | 66,778,562,560 | 3.278563 | 272,513,792 | 90,000,663,448.54488 | 90,000,000,000 | 90,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B19-d768-L8-B256-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+19-d1920-L19-B8-adamh_scaling_v6 | finished | 1,799,094,272 | 3.33887 | 1,613,248,384 | 18,000,071,180.408585 | 18,000,000,000 | 18,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B19-d1920-L19-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d1536-L16-B32-adamh_scaling_v6 | finished | 4,982,571,008 | 3.200052 | 998,036,992 | 29,999,678,334.368217 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d1536-L16-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d1280-L13-B32-adamh_scaling_v6 | finished | 7,787,380,736 | 3.196558 | 669,160,448 | 30,000,190,274.06881 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d1280-L13-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+19-d1024-L11-B64-adamh_scaling_v6 | finished | 12,233,998,336 | 3.230313 | 447,244,032 | 30,000,128,507.07038 | 30,000,000,000 | 30,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B19-d1024-L11-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-9e+18-d1664-L17-B8-adamh_scaling_v6 | finished | 1,250,361,344 | 3.450021 | 1,180,038,272 | 8,999,982,039.74674 | 9,000,000,000 | 9,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-9e%2B18-d1664-L17-B8-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d768-L8-B1024-adamh_scaling_v6 | finished | 222,591,713,280 | 3.237873 | 272,513,792 | 299,997,500,775.0193 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d768-L8-B1024-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d2816-L28-B64-adamh_scaling_v6 | finished | 10,956,570,624 | 2.9161 | 4,275,080,960 | 299,998,698,452.4196 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d2816-L28-B64-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d2048-L21-B128-adamh_scaling_v6 | finished | 24,675,090,432 | 2.884682 | 1,934,716,160 | 300,000,788,589.66425 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d2048-L21-B128-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d3584-L35-B32-adamh_scaling_v6 | finished | 5,756,026,880 | 2.988533 | 8,112,833,792 | 299,999,278,923.69214 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d3584-L35-B32-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-2e+20-d4096-L40-B16-adamh_scaling_v6 | finished | 2,378,563,584 | 3.160063 | 11,788,433,408 | 180,002,029,485.0199 | 180,000,000,000 | 180,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-2e%2B20-d4096-L40-B16-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
isoflop | Delphi Scaling Suite (AdamH) | isoflop-3e+20-d1280-L13-B512-adamh_scaling_v6 | finished | 77,873,545,216 | 2.979899 | 669,160,448 | 300,000,892,854.29034 | 300,000,000,000 | 300,000,000,000,000,000,000 | https://wandb.ai/marin-community/marin/runs/isoflop-3e%2B20-d1280-L13-B512-adamh_scaling_v6 | null | null | null | null | null | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 3,000,000,000 | 3,000,000,000,000,000,000 | 1,479,419,846.434905 | 380,691,293.436362 | 3.586188 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 9,000,000,000 | 9,000,000,000,000,000,000 | 2,898,203,413.91014 | 558,458,701.502569 | 3.385749 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 18,000,000,000 | 18,000,000,000,000,000,000 | 4,202,416,947.878179 | 753,603,925.229339 | 3.27051 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 30,000,000,000 | 30,000,000,000,000,000,000 | 5,697,236,384.014713 | 909,880,015.607418 | 3.194911 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 90,000,000,000 | 90,000,000,000,000,000,000 | 10,246,124,083.96986 | 1,478,431,211.247689 | 3.041023 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 180,000,000,000 | 180,000,000,000,000,000,000 | 15,402,871,298.447655 | 1,936,095,968.267641 | 2.946361 | null | null | null | null | null | null | null | null |
optimum | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 300,000,000,000 | 300,000,000,000,000,000,000 | 20,875,750,175.55337 | 2,353,770,604.588756 | 2.882906 | null | null | null | null | null | null | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 3,000,000,000 | 3,000,000,000,000,000,000 | 1,479,419,846.434905 | 380,691,293.436362 | 3.586188 | 0.573295 | -10.514341 | 51.794924 | 9.170091 | 0.519375 | 0.573339 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 9,000,000,000 | 9,000,000,000,000,000,000 | 2,898,203,413.91014 | 558,458,701.502569 | 3.385749 | 0.528381 | -9.99922 | 50.692705 | 9.462129 | 0.507365 | 0.530539 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 18,000,000,000 | 18,000,000,000,000,000,000 | 4,202,416,947.878179 | 753,603,925.229339 | 3.27051 | 0.464934 | -8.948589 | 46.328879 | 9.623499 | 0.45759 | 0.467854 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 30,000,000,000 | 30,000,000,000,000,000,000 | 5,697,236,384.014713 | 909,880,015.607418 | 3.194911 | 0.397881 | -7.763178 | 41.062387 | 9.755664 | 0.395549 | 0.406149 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 90,000,000,000 | 90,000,000,000,000,000,000 | 10,246,124,083.96986 | 1,478,431,211.247689 | 3.041023 | 0.338922 | -6.785602 | 37.00486 | 10.01056 | 0.336689 | 0.347372 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 180,000,000,000 | 180,000,000,000,000,000,000 | 15,402,871,298.447655 | 1,936,095,968.267641 | 2.946361 | 0.335674 | -6.839425 | 37.785031 | 10.187602 | 0.331736 | 0.339678 | null | null |
fit | Delphi Scaling Suite (AdamH) | null | null | null | null | null | null | null | null | null | 300,000,000,000 | 300,000,000,000,000,000,000 | 20,875,750,175.55337 | 2,353,770,604.588756 | 2.882906 | 0.324963 | -6.707007 | 37.489861 | 10.319642 | 0.317962 | 0.327654 | null | null |
held_out | Delphi Scaling Suite (AdamH) | adamh-scaling-ladder-nemotron-optimal-1e+22-v5-025b0e | finished | 160,369,213,440 | 2.530787 | 9,714,698,752 | 9,999,954,550,919.371 | null | null | https://wandb.ai/marin-community/marin/runs/adamh-scaling-ladder-nemotron-optimal-1e%2B22-v5-025b0e | null | 9,999,954,550,919,371,000,000 | null | null | null | null | null | null | null | null | null | default | 10,000,000,000,000,000,000,000 |
held_out | Delphi Scaling Suite (AdamH) | adamh-scaling-ladder-nemotron-optimal-1e+21-v5-019021 | finished | 46,256,881,664 | 2.758141 | 3,383,110,656 | 1,000,005,513,819.445 | null | null | https://wandb.ai/marin-community/marin/runs/adamh-scaling-ladder-nemotron-optimal-1e%2B21-v5-019021 | null | 1,000,005,513,819,445,000,000 | null | null | null | null | null | null | null | null | null | default | 1,000,000,000,000,000,000,000 |
held_out | Delphi Scaling Suite (AdamH) | adamh-scaling-ladder-nemotron-optimal-1e+23-v5-27f2fb | finished | 628,172,521,472 | 2.354601 | 24,963,098,112 | 100,000,934,475,435.12 | null | null | https://wandb.ai/marin-community/marin/runs/adamh-scaling-ladder-nemotron-optimal-1e%2B23-v5-27f2fb | null | 100,000,934,475,435,120,000,000 | null | null | null | null | null | null | null | null | null | default | 100,000,000,000,000,010,000,000 |
held_out | Delphi Scaling Suite (AdamH) | adamh-scaling-ladder-nemotron-optimal-1e+21-v5-seed42-e251d0 | finished | 46,256,881,664 | 2.760562 | 3,383,110,656 | 1,000,005,513,819.445 | null | null | https://wandb.ai/marin-community/marin/runs/adamh-scaling-ladder-nemotron-optimal-1e%2B21-v5-seed42-e251d0 | null | 1,000,005,513,819,445,000,000 | null | null | null | null | null | null | null | null | null | 42 | 1,000,000,000,000,000,000,000 |
held_out | Delphi Scaling Suite (AdamH) | adamh-scaling-ladder-nemotron-optimal-1e+21-v5-seed62746-659a1b | finished | 46,256,881,664 | 2.75951 | 3,383,110,656 | 1,000,005,513,819.445 | null | null | https://wandb.ai/marin-community/marin/runs/adamh-scaling-ladder-nemotron-optimal-1e%2B21-v5-seed62746-659a1b | null | 1,000,005,513,819,445,000,000 | null | null | null | null | null | null | null | null | null | 62746 | 1,000,000,000,000,000,000,000 |
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Delphi blog-post data
Plot-ready tables behind each figure in the Delphi scaling-ladder blog post. One config per figure. Rows of different kinds (IsoFLOP scatter, parabola fits, held-out validation runs, ...) share a flat table per config and are distinguished by a kind column; unused fields are null for that row.
from datasets import load_dataset
ds = load_dataset("marin-community/delphi-blog-data", "delphi-ladder", split="train")
ds.filter(lambda r: r["kind"] == "isoflop") # IsoFLOP scatter points
ds.filter(lambda r: r["kind"] == "held_out") # held-out validation runs
Configs
- first-ladder — 98 rows —
fit(7),held_out(3),isoflop(81),optimum(7) - delphi-ladder — 102 rows —
fit(7),held_out(7),isoflop(81),optimum(7) - lucky-seeds — 14 rows —
held_out(7),optimum(7) - overtraining-forecast — 88 rows —
fit(7),isoflop(81) - hparam-scaling — 3737 rows
- mmlu-emergence — 78 rows —
gsm8k-delphi(10),gsm8k-external(11),humaneval-delphi(10),humaneval-external(11),mmlu-delphi(20),mmlu-external(16)
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