LLM
Ling 3.0 Flash FIN
Ling 3.0 Flash FINA finance-focused 124B hybrid MoE model with 5.1B active parameters, a 256K context window, and strong capabilities in multi-step investment workflows
Model details
View repositoryinclusionAI’s Ling 3.0 Flash FIN is a finance-tuned variant of its 124B-parameter Ling 3.0 Flash reasoning model, built on a hybrid-linear sparse MoE architecture that activates only 5.1B parameters per token. With a 256K context window, built-in reasoning, and tool-calling support, it is designed for complex, multi-step investment workflows and long-horizon planning while retaining strong general capabilities in reasoning, coding, and mathematics.
Input
1export BASETEN_MODEL_ID="<your-model-id>"
2
3curl -N -X POST \
4 "https://model-${BASETEN_MODEL_ID}.api.baseten.co/environments/production/sync/v1/chat/completions" \
5 -H "Authorization: Bearer $BASETEN_API_KEY" \
6 -H "Content-Type: application/json" \
7 -d '{"model": "inclusionAI/Ling-3.0-flash-fin",
8 "messages": [{"role": "user", "content": "hello!"}],
9 "chat_template_kwargs": {"enable_thinking": true},
10 "stream": true,
11 "temperature": 0.6,
12 "top_k": 20,
13 "top_p": 0.95
14 }'
