Ling 3.0 Flash Fin
ling
Finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution
ReasoningTool CallingOpen WeightsMIT
Context Window
262K
Max Output
33K
Temperature
Yes
Open Weights
Yes
Knowledge Cutoff
N/A
Released
2026-08-27
Last Updated
2026-09-03
License
MIT
Modalities
Input:Text
→Output:Text
Benchmarks
| Benchmark | Score | Metric | Harness |
|---|---|---|---|
| FinFIRST | 52.85 | score | ReAct with web search, visit, and Python |
| FinSearchComp Verified | 77.04 | score | ReAct with web search, visit, and Python |
| FinCRAFT | 51.74 | score | - |
| Finance Agent | 69.19 | strict-pass | - |
| Finance Agent | 59.81 | strict-pass | - |
| APEX-Agents | 29.17 | score | - |
| SpreadsheetBench | 86.5 | score | Claude Code 2.1.173 |
| SpreadsheetBench | 21.81 | score | Claude Code 2.1.173 |
| tau3-bench | 41 | score | - |
Available Providers (2)
| Provider | Input /1M | Output /1M | Cache Read /1M | Cache Write /1M | Reasoning | Status |
|---|---|---|---|---|---|---|
 Vercel AI Gateway | Rp 1.360 | Rp 3.989 | Rp 272 | — | toggle | — |
 Novita AI | Rp 1.360 | Rp 3.989 | Rp 272 | — | toggle | — |