Ling 3.0 Flash vs Ling 3.1 Flash
AutomationBench-AA AutomationBench-AA: Agents orchestrate SaaS workflows through APIs; objectives receive credit only when the task has no guardrail violation
Ling 3.0 Flash3.2
Ling 3.1 Flash61.7
GDPval-AA (work tasks) 2.1 GDPval-AA (work tasks) 2.1: Real work tasks from many professions (reports, spreadsheets, analyses), graded against expert work
Ling 3.0 Flash22.4
Ling 3.1 Flash55.9
Terminal-Bench 4.0 Terminal-Bench 4.0 · source setting 2: Agents use a terminal to complete executable coding, system administration and research tasks in the 4.0 suite
Ling 3.0 Flash0
Ling 3.1 Flash33.3
AA-Briefcase 1.1 · Elo AA-Briefcase 1.1 · Elo: Agents produce professional deliverables; blind pairwise comparisons produce the source Elo rating
Ling 3.0 Flash797.6
Ling 3.1 Flash1,400
AA-LCR (long context) 1.1 AA-LCR (long context) 1.1: Questions that need reading and connecting facts across very long documents (around 100K tokens)
Ling 3.0 Flash73
Ling 3.1 Flash83
τ³-Banking · AA τ³-Banking · AA: Agents retrieve banking knowledge and execute tools to resolve customer-support workflows
Ling 3.0 Flash27.2
Ling 3.1 Flash—
| Benchmark | Ling 3.0 Flash | Ling 3.1 Flash |
|---|---|---|
| AutomationBench-AA | 3.2 | 61.7 |
| GDPval-AA (work tasks) 2.1 | 22.4 | 55.9 |
| Terminal-Bench 4.0 | 0 | 33.3 |
| AA-Briefcase 1.1 · Elo | 797.6 | 1,400 |
| AA-LCR (long context) 1.1 | 73 | 83 |
| τ³-Banking · AA | 27.2 | — |
Specs
| Spec | Ling 3.0 Flash | Ling 3.1 Flash |
|---|---|---|
| Input, per 1M | $0.06 | $0.30 |
| Output, per 1M | $0.18 | $0.90 |
| Cost per task? | — | $1.00 |
| Speed, tok/s | 182 | 145 |
| Context | 262K | 1M |
| Weights | Open | Open |
| Released | Aug 2026 | Oct 2026 |
| Memory (4-bit) | 76 GB | 343 GB |
| Licence | MIT | MIT |
| Commercial use | Allowed | Allowed |
| See images | — | — |
| Read PDFs | — | — |
| Hear audio | — | — |
| Watch video | — | — |
| Call tools | ✓ | ✓ |
| Force a tool call | Partial | Partial |
| Return strict JSON | Partial | ✓ |
| Search the web | ? | ? |
| Run code | ? | ? |
| Use a computer | ? | ? |
What breaks when you switch
Ling 3.0 Flash → Ling 3.1 Flash
Memory (4-bit): 76 GB → 343 GB
Ling 3.1 Flash → Ling 3.0 Flash