Surajit Dasgupta

surajit

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AI & ML interests

ML, DL, NLP, CV

Recent Activity

liked a model 2 days ago

convaiinnovations/laya

liked a model 2 days ago

aac6fef/laya-mlx

reacted to onekq's post with 👍 2 days ago

My takes on Jev 1. Very likely a small model. You can certainly pretrain, but I would grab an existing base model, say Qwen 3 class 2. The new RL method is a breakthrough, classification doesn't need to align with human preferences 3. The new output is an overstatement. It's just a new LM head. Of course autoregressive decoding can be used for classification: it takes just a few tokens to express the output. Think twice: are you sure classification doesn't need few-shot, CoT, or reasoning? All of these depend on auto-regressiveness 4. It carves out a market already existing, which is now served by oversized LLMs (hence overpaid), e.g. LLM as judge, labeling 5. Jevons effect will kick in, promoting more modeling efforts for small budget teams. It might even accelerate RSI

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Organizations

liked 2 models 2 days ago

convaiinnovations/laya

Text Classification • 0.4B • Updated about 3 hours ago • 3.06k

aac6fef/laya-mlx

Text Classification • 0.4B • Updated 4 days ago • 78

liked a model about 2 months ago

moonshotai/Kimi-K3

Image-Text-to-Text • 2.8T • Updated 22 days ago • 1.86M • • 11.5k

liked a dataset 6 months ago

ServiceNow-AI/EnterpriseOps-Gym

Viewer • Updated Apr 30 • 2.56k • 16.8k • 99

liked a model 10 months ago

ServiceNow-AI/Apriel-1.6-15b-Thinker

Image-Text-to-Text • 15B • Updated Dec 22, 2025 • 82.2k • 307

liked a model 12 months ago

ServiceNow-AI/Apriel-1.5-15b-Thinker

Image-Text-to-Text • 15B • Updated Oct 6, 2025 • 3.19k • 475

liked a dataset over 1 year ago

AvaLovelace/StableText2Brick

Viewer • Updated Jan 21 • 47.4k • 391 • 19