Ling-3.0-Flash-Fin
Ling-3.0-Flash-Fin is Ant Group’s finance-enhanced version of Ling3.0-Flash, developed through continued training with financial institutions and domain experts. It combines source-grounded search, multi-document reasoning, valuation modeling, spreadsheet workflows, and report preparation in long-horizon agents. The 124B model activates 5.1B parameters and supports 256K context. The August announcement predates the September weight publication; the exact first public serving day is not asserted here. MIT weights are now downloadable. Model outputs require review of financial assumptions, calculations, sources, and conclusions.
2026-08
124B total, 5.1B active
Hybrid KDA/Gated MLA Mixture of Experts
MIT
Specifications
- Parameters
- 124B total, 5.1B active
- Architecture
- Hybrid KDA/Gated MLA Mixture of Experts
- License
- MIT
- Context Window
- 262,144 tokens
- Type
- text
- Modalities
- text
Benchmark Scores
Advanced Specifications
- Model Family
- Ling
- Finetuned From
- Ling-3.0-flash
- API Access
- Available
- Chat Interface
- Not Available
Capabilities & Limitations
- Capabilities
- financial reasoningsource-grounded searchspreadsheet modelingtool use
- Known Limitations
- Key financial assumptions, calculations, and conclusions require professional review.Complex long-horizon financial workflows still need further validation.
- Notable Use Cases
- financial research assistantsvaluation-model preparationreport drafting
- Tool Use Support
- Yes