InclusionAI

Ling 3.1 Flash

Tool callingStructured outputReasoning

Efficient model for low-latency assistance, extraction, and routine automation

Context
262K
Released
2w ago
Input / 1M tokens
$0.08
Output / 1M tokens
$0.22
Cached input / 1M tokens
$0.02

Sources:models.devOpenRouter

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Other sourced evaluations appear below; missing scores are not zero.

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

No benchmark results have been matched to this model yet.

Specifications

Developer
InclusionAI
Model family
Ling
Type
Language model
Predecessor
—
Successor
—
Released
September 29, 2026
Model ID
inclusionai/ling-3.1-flash
Openness
Closed
License
—
Input modalities
text
Output modalities
text
Modality
text->text
Tokenizer
Other
Max output tokens
236K
Hugging Face
—
Source freshness
Metadata synced Oct 8, 2026, 10:17 PM UTC
Additional source evidence
Source model
inclusionai/ling-3.1-flash
Source family
ling
Last updated
2026-09-29
Model context
262K
Model output limit
33K
Open weights
No
File attachments
No
Reasoning
Yes
Tool calling
Yes
Complete source record (JSON)
{
  "id": "inclusionai/ling-3.1-flash",
  "name": "Ling 3.1 Flash",
  "description": "Efficient model for low-latency assistance, extraction, and routine automation",
  "family": "ling",
  "last_updated": "2026-09-29",
  "attachment": false,
  "reasoning": true,
  "tool_call": true,
  "modalities": {
    "input": [
      "text"
    ],
    "output": [
      "text"
    ]
  },
  "limit": {
    "context": 262144,
    "output": 32768
  },
  "release_date": "2026-09-29",
  "open_weights": false
}

Infrastructure

Provider availability

All providers
ProviderEndpointContextInput /M tokensOutput /M tokensCached input /M tokensCache write /M tokensUptime 1dData handling
Novitanovita262K$0.08$0.22$0.02—100.00%
ZDR: Yes

Training: Unknown

Prompt logging: Unknown

Retention: Unknown

Checked 2026-10-15

DeepInfradeepinfra/fp4262K$0.30$0.90$0.06—97.41%
ZDR: Yes

Training: Unknown

Prompt logging: Unknown

Retention: Unknown

Checked 2026-10-15

Provider data:OpenRouter