Ling 3.1 Flash

Ling 3.1 Flash

inclusionai/ling-3.1-flash

starter@v1HostedOpenRouterserved by Novita256K context2026-10-04 06:40 UTC
Overall score
45

70 of 153 test cases fully passed

Throughput
114.7tok/s
Mean per test case, 112 tok/s over the run
Output per test
7.9Ktokens
Answer plus reasoning
Reasoning per test
5.8Ktokens
73% of the output
Total tokens
2.3M
1.1M in, 1.2M out
Run time
3h 13m
1m 16s per caseRequest time, summed
Cost
Not measured
No price recorded

Every test case

153 test cases in 8 tasks

One square per test case. Select a square to read the answer.

PassedPartial creditFailed
41Agents5 of 21 passed
71Structured Extraction15 of 21 passed
24Coding5 of 21 passed
52Grounded Answers11 of 21 passed
76Instruction Following16 of 21 passed
38Business Logic8 of 21 passed
54Security & permissions10 of 21 passed
0Diagnosis & investigation0 of 6 passed

Speed and output per test case

One bar per test case. Hover to inspect a case, select it to read the answer.

ThroughputPeak 143 tok/s
Output tokensReasoningAnswer

Test by test

Every answer with its reasoning and the checks it had to pass.

Reproduce this run

The prompts stay private so models can't train on them. The hashes pin the exact suite and config this run used.

Serve the modelOpenRouterHosted
curl https://openrouter.ai/api/v1/chat/completions \
  -H "Authorization: Bearer $OPENROUTER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"inclusionai/ling-3.1-flash","provider":{"order":["novita"],"allow_fallbacks":false},"messages":[{"role":"user","content":"Hello"}]}'

The request the benchmark sent, pinned to the provider that served it.

Record id
Suite hash, starter@v1
Config hash

Configuration

Where the suite ran, and the token budget each task got.

Deployment
Hosted
API
OpenRouter
Serving provider
Novita
Precision
Provider default
Context window
256K
Temperature
0
Bench version
v1.0.0
Ran at
2026-10-04 06:40 UTC
Provider parameters
{
  "provider": {
    "order": [
      "novita"
    ],
    "allow_fallbacks": false
  }
}
Token budget per task
TaskReasoningMax output per call
Agents4.1Khigh12.3K
Structured Extraction4.1Khigh12.3K
Coding4.1Khigh12.3K
Grounded Answers4.1Khigh12.3K
Instruction Following4.1Khigh12.3K
Business Logic4.1Khigh12.3K
Security & permissions4.1Khigh12.3K
Diagnosis & investigation4.1Khigh12.3K