Ling 2.6 Flash API Benchmarks, Pricing & Provider Data
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Ling 2.6 Flash benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.080/M.
Ling-2.6-flash is an instant (instruct) model from inclusionAI with 104B total parameters and 7.4B active parameters, designed for real-world agents that require fast responses, strong execution, and ...
Category Performance
Observed-capability estimates with uncertainty reported separately from independent benchmark families.
- Coverage
- 5 / 8
- Methodology
- V3.0
#1Instruction following48.6Provisional1/4 Measured dimensions
#2Agents45.1Estimated2/4 Measured dimensions
#3Reasoning38.9Estimated2/4 Measured dimensions
#4Coding38.1Provisional1/4 Measured dimensions
#5Knowledge34.3Provisional1/4 Measured dimensions
Specifications
Input and output token limits for this model, plus how it ranks on long-context understanding.
Features
Technical Details
- Input
- Output
- Released
- Apr 2026
- Tokenizer
- Other
- Architecture
- text->text
- Moderated
- No
- Expiration date
- 2026-08-24
- Supported parameters
- frequency_penaltylogprobsmax_tokenspresence_penaltyrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p
Rankings
Excels at
Falls behind in
Detailed scores
Updated: Sep 12, 2026Overall
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Overall score42.0#110 / 112
Overall
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Agents
V3.0undefined metric} other undefined metrics}} · Estimated
Score45.180% interval33.3–56.92/4 Measured dimensionsΤ²-bench results86.0#42 / 82GDPval-AA2.2#65 / 66
Agents
V3.0undefined metric} other undefined metrics}} · Estimated
Coding
V3.0undefined metric} other undefined metrics}} · Provisional
Score38.180% interval22.1–54.01/4 Measured dimensionsSciCode27.0#12 / 12AA Coding Index25.3#64 / 75
Coding
V3.0undefined metric} other undefined metrics}} · Provisional
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Score38.980% interval28.1–49.62/4 Measured dimensionsGPQA59.3%#171 / 218HLE6.3%#153 / 216
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Score34.380% interval20.3–48.31/4 Measured dimensionsKnowledge score46.5#76 / 83Artificial Analysis Intelligence Index14.1#103 / 117
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Math
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Math
V3.0undefined metric} other undefined metrics}} · No data
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
Multimodal
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Multimodal
V3.0undefined metric} other undefined metrics}} · No data
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Score48.680% interval32.6–64.61/4 Measured dimensionsInstruction Following score39.0#52 / 52IFBench57.0#14 / 14
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Pricing Comparison
Compare Ling 2.6 Flash API pricing across 2 providers. Prices range from $0.080/M to $0.100/M. Future Hub offers the lowest rate at $0.080/M.
| Provider | Health | Model Variant | Group | Input ($/M) | Output ($/M) | Speed (t/s) | First token | Audit |
|---|---|---|---|---|---|---|---|---|
L1 0% | ling-2.6-flash | 高并发渠道 | $0.080/M Cache read$0.0004/MCache write$0.0080/MCache write 1h$0.013/M | $0.240/M | — | — | — |
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Frequently Asked Questions
- What benchmark data does Ling 2.6 Flash include?
- LMSpeed shows Ling 2.6 Flash benchmark context, API price, output speed, first-token latency, and provider data across 2 providers when those signals are available.
- What is the Ling 2.6 Flash API price?
- Ling 2.6 Flash has pricing from undefined provider} other undefined providers}}, ranging from $0.080/M to $0.100/M. Future Hub has the lowest listed price.
- What does the Ling 2.6 Flash API pricing table include?
- The Ling 2.6 Flash API pricing table compares 2 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
- Which provider has the cheapest Ling 2.6 Flash API pricing?
- Future Hub currently has the lowest listed Ling 2.6 Flash price at $0.080/M across undefined provider} other undefined providers}}.
- Is Ling 2.6 Flash API free?
- Ling 2.6 Flash does not currently have a free API tier on LMSpeed. All 2 providers charge per token.