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ModelScale

Ling 3.0 Flash FP8

InclusionAI · Open Weight · bench-align-v5

Compare this model Model a workload
Canonical idling-3-0-flash-fp8
Overall scoreUnavailable
Context window262K tokens
Release date2026-08-04
Access typeOpen Weight
Blended $/1MUnavailable75% input / 25% output

Capability shape

Seven axes from the ranking source. A missing axis is drawn as a gap.

Capability evidence

AgenticUnavailable
Coding39.6
Knowledge73.4
ReasoningUnavailable
Multimodal & GroundedUnavailable
Instruction Following73.6
MathUnavailable

Runtime service evidence

Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.

Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.

Evidence key: ObservedUnavailable

Runtime measurements
MeasurementValueObservedLast goodEvidence
Time to first tokenUnavailableUnavailableUnavailable
ThroughputUnavailableUnavailableUnavailable

Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.

Endpoint and price matrix

Every published price component, including cache reads and writes.

Price components
ComponentUSDEvidence
Input / 1M tokensUnavailable
Output / 1M tokensUnavailable
Cache read / 1M tokensUnavailable
Cache write / 1M tokensUnavailable
Blended / 1M (75% input / 25% output)Unavailable
Self-hosted listingInclusionAI publishes the MIT-licensed blockwise FP8 checkpoint for self-hosting. The official model card does not publish a first-party hosted per-token price, so the numeric price fields remain unresolved.No hosted token rate was published for this model, so its per-token price is unavailable rather than zero.

Workload-aware monthly cost example

10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.

Modelled monthly costUnavailableThe applicable input rate is unavailable.
Modelled tokensUnavailable
Open the simulatorChange this workload

Benchmark record

17 matched benchmark rows with their published value, unit, and provenance.

Knowledge

Knowledge benchmarks
BenchmarkValueTasksDifficultyProvenance
GPQA
Graduate-Level Google-Proof Q&A
84448 questionsGraduate levelGPQA: A Graduate-Level Google-Proof Q&A Benchmark
GPQA-D
GPQA Diamond
84.0Graduate-level science questionsGraduate levelTrinity-Large-Thinking: Scaling an Open Source Frontier Agent
Artificial Analysis Intelligence Index
Artificial Analysis Intelligence Index
20.6Cross-benchmark intelligence indexDisplay-only external referenceArtificial Analysis
AA-GPQA Diamond
Artificial Analysis GPQA Diamond
85.5Graduate-level science questionsGraduate-level science reasoningArtificial Analysis GPQA Diamond Benchmark Leaderboard
AA-HLE
Artificial Analysis Humanity's Last Exam
23.7Expert-level questionsFrontier expert reasoningArtificial Analysis Humanity's Last Exam Benchmark Leaderboard
AA-Omniscience Index
Artificial Analysis Omniscience Index
-17.9Knowledge questionsBroad factual knowledgeAA-Omniscience: Knowledge and Hallucination Benchmark
AA-Omniscience Accuracy
Artificial Analysis Omniscience Accuracy
18.2Knowledge questionsBroad knowledgeArtificial Analysis model benchmarks
AA-Omniscience Hallucination Rate
Artificial Analysis Omniscience Hallucination Rate
44.1Knowledge questionsFactualityArtificial Analysis model benchmarks

Coding

Coding benchmarks
BenchmarkValueTasksDifficultyProvenance
SciCode
Scientific Code Benchmark
40.37——BenchLM
AA Coding Index
Artificial Analysis Coding Index
50.6Cross-benchmark coding indexDisplay-only external referenceArtificial Analysis model leaderboards
AA-SciCode
Artificial Analysis SciCode
42.0Scientific coding subproblemsScientific programmingArtificial Analysis SciCode Benchmark Leaderboard

Reasoning

Reasoning benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-LCR
Artificial Analysis Long Context Reasoning
73.0Long-context reasoning tasksLong-context reasoningArtificial Analysis model benchmarks
CritPt
Critical Physics Tasks
1.7Research-level physics questionsResearch-level physics reasoningCritPt Benchmark Leaderboard

Instruction Following

Instruction Following benchmarks
BenchmarkValueTasksDifficultyProvenance
IFBench
Instruction Following Benchmark
73.4——BenchLM

Agentic

Agentic benchmarks
BenchmarkValueTasksDifficultyProvenance
GDPval-AA
GDPval-AA
1036Agentic real-world work tasksProfessional agentic workflowsDeepSeek-V4 Technical Report
GDPval-AA
GDPval-AA normalized
25.9Economically valuable tasksProfessional agentic workflowsArtificial Analysis model benchmarks
AA Agentic Index
Artificial Analysis Agentic Index
21.0Cross-benchmark agentic indexDisplay-only external referenceArtificial Analysis model leaderboards

Lifecycle and limitations log

Lifecycle events the source associates with this model, plus what this profile does not claim.

No lifecycle event references this model.

That is not evidence the model has no lifecycle plan — only that this source published none.

What this profile does not claimValues are reproduced exactly as their sources published them, in the units those sources declared; none are converted, interpolated, or averaged across providers. Any field marked unavailable was attempted and not returned — the attempt timestamp is in each badge. Last attempted fetch for this model’s score: 2026-09-17 17:17 UTC.