# Scores and methodology: https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin/blob/main/assets/ling-3.0-flash-fin-evaluation.png
# https://novita.ai/models/model-detail/inclusionai-ling-3.0-flash-fin
# https://openrouter.ai/api/v1/models/inclusionai/ling-3.0-flash-fin:free/endpoints
# https://vercel.com/changelog/ling-3-0-flash-fin-now-available-on-ai-gateway-for-free
name = "Ling 3.0 Flash Fin"
description = "Finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution"
family = "ling"
release_date = "2026-08-27"
last_updated = "2026-08-27"
attachment = false
reasoning = true
tool_call = true
open_weights = false

[limit]
context = 262_144
output = 32_768

[modalities]
input = ["text"]
output = ["text"]

[[benchmarks]]
name = "FinFIRST"
score = 52.85
metric = "score"
variant = "highest reasoning effort"
harness = "ReAct with web search, visit, and Python"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "FinSearchComp Verified"
score = 77.04
metric = "score"
variant = "highest reasoning effort"
harness = "ReAct with web search, visit, and Python"
dataset = "expert-validated internal set"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "FinCRAFT"
score = 51.74
metric = "score"
variant = "highest reasoning effort"
dataset = "internal"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "Finance Agent"
score = 69.19
metric = "strict-pass"
variant = "highest reasoning effort; 10 runs"
version = "1.1"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "Finance Agent"
score = 59.81
metric = "strict-pass"
variant = "highest reasoning effort; 20 runs"
version = "2"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "APEX-Agents"
score = 29.17
metric = "score"
variant = "highest reasoning effort"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "SpreadsheetBench"
score = 86.5
metric = "score"
variant = "highest reasoning effort; temperature=0.6; 120 turns; 3h timeout"
version = "1"
harness = "Claude Code 2.1.173"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "SpreadsheetBench"
score = 21.81
metric = "score"
variant = "highest reasoning effort; temperature=0.6; 300 turns; 3h timeout"
version = "2"
harness = "Claude Code 2.1.173"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"

[[benchmarks]]
name = "tau3-bench"
score = 41
metric = "score"
variant = "highest reasoning effort; banking"
source = "https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin"