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scandukuri/
user-behavior-classifier-Llama-3.1-8B-Instruct-scalar-head-only

Name: user-behavior-classifier-Llama-3.1-8B-Instruct-scalar-head-only
Availability: InStock

safetensors

causal-lm-binary-classification

text-classification

Magpie-Align/Magpie-Air-MT-300K-v0.1

lmsys/lmsys-chat-1m

meta-llama/Llama-3.1-8B-Instruct

finetune

mit

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This model is a classifier for user queries and followups built on meta-llama/Llama-3.1-8B-Instruct. After expanding the source datasets lmsys/lmsys-chat-1m and Magpie-Align/Magpie-Air-MT-300K-v0.1 with each user turn labeled as ground truth 'real' and 'synthetic' queries respectively, a scalar head was inserted on top of the instruction-tuned model and trained with nn.BCEWithLogitsLoss (a sigmoid activation and binary cross-entropy loss) to distinguish future 'real' and 'synthetic' queries.

scandukuri/user-behavior-classifier-Llama-3.1-8B-Instruct-scalar-head-only

scandukuri/
user-behavior-classifier-Llama-3.1-8B-Instruct-scalar-head-only