Ling 3.0 Flash Fin

Name: Ling 3.0 Flash Fin
Author: InclusionAI

InclusionAI · 127.5B parameters

InclusionAI's finance-specialized Ling 3.0 Flash checkpoint for document synthesis and financial agent workflows, with thinking enabled by default. Its checkpoint contains 127,486,384,608 parameters after excluding 20,992 routing-bias buffer elements; the release card reports approximately 5.1B active parameters per token.

Benchmark scores

Benchmark	Score
AA-AnalystAgent (pass@1)	40.8
AA-AnalystAgent (pass@5)	67.5
AA-AnalystAgent (pass^5)	16.3
AA-Briefcase Elo	967
AA-Briefcase v1.1 Elo	959
AA-LCR v1.1	73.7
AA-Omniscience Index	-14.6
APEX-Agents-AA (avg@3)	27.4
Artificial Analysis Intelligence Index v4.3	23.0
Artificial Analysis Intelligence Index v4.3.2	22.6
Artificial Analysis Omniscience Accuracy	17.9
Artificial Analysis Omniscience Hallucination Rate	39.5
Artificial Analysis Openness Index	44.4
Artificial Analysis Progress Index v1	279
AutomationBench-AA 1.0.6	7.4
Capability	149.4
CritPt (avg@5)	2.6
FrontierFinance v3.1	46.6
FrontierFinance v3.1 — Analysis and Interpretation Rubrics	50.7
FrontierFinance v3.1 — Company Research	47.8
FrontierFinance v3.1 — Comparative Analysis Rubrics	45.5
FrontierFinance v3.1 — Coverage and Catalyst Monitoring	48.2
FrontierFinance v3.1 — Earnings and Events	61.3
FrontierFinance v3.1 — Factual Data Extraction Rubrics	28.4
FrontierFinance v3.1 — Financial Data and Modeling	46.8
FrontierFinance v3.1 — Format and Presentation Rubrics	66.9
FrontierFinance v3.1 — Forward-Looking Information Rubrics	38.7
FrontierFinance v3.1 — Qualitative and Contextual Information Rubrics	39.4
FrontierFinance v3.1 — Screening and Discovery	31.8
FrontierFinance v3.1 — Sector, Industry, and Macro	36.7