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AI 模型 84760
- kobart-summary-v3↗
EbanLee
- NVILA-Lite-15B-hf↗
Efficient-Large-Model
- Ostrich-27B-Qwen3.5-260305-GGUF↗
etemiz
- mms-tts-gai↗
facebook
- textless_sm_fr_en↗
facebook
- wmt19-en-de↗
facebook
Pretrained weights were left identical to the original model released by fairseq. For more details, please, see the paper. The score is slightly below the score reported by `fairseq`, since `transformers`` currently doesn't support: - model ensemble, therefore the best performing checkpoint was ported (``model4.pt``). - re-ranking note: fairseq reports using a beam of 50, so you should get a slightly higher score if re-run with `--num_beams 50`.
- Qwen3.6-27B-GGUF↗
Fastiraz
- dinov2-small-fire-associated-smoke-v2.5↗
fireviewer
Binary **fire-associated smoke compatibility**, not smoke-source pointing or physical aerosol density. A probable-fire ROI with no confirmed visible flame can be routed here. Input: RGB crop with 45% context per side, minimum side 160, bicubic 448×448 resize and ImageNet normalization. DINOv2 ViT-S/14 CLS embedding (384) → LayerNorm → dropout 0.15 → linear logit. Output is temperature-scaled compatibility with a low/high decision and an abstention interval. Rejected smoke keypoints, masks and spatial-refiner runs are not included. Positive labels require retained provenance supporting fire-associated smoke or visible flame elsewhere in the source image. Crops containing a flame fragment are excluded, as are unsupported associations; ambiguous is an inference abstention state, not a third training label. Training membership is not gated by another model's predicted absence of flame. Linked v2.5-smoke-from-fire-probability: 50,183 train / 12,106 validation public ROIs, a rights-filtered subset of the retained full run corpus. Run `20261005-075018-dinov2_vits14`: 3 head-only epochs then 5 epochs with the last two backbone blocks unfrozen, batch 48, BF16, seed 42. Head LR 3e-4, backbone LR 5e-6, weight decay 0.05, 0.5-epoch warmup and cosine decay per phase. Best checkpoint is tail phase **E3 (overall E6)** by selection-fold AUPRC. Eight epochs completed. Official DINOv2 source is pinned at `7764ea0f912e53c92e82eb78a2a1631e92725fc8`.
- qwen2-audio-7b-instruct-gguf↗
forkjoin-ai
- nor-latn-100mb-after-ppt-mp-struct-core-100mb-ckpt500_seed455↗
francesca9805