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Ling 3.0 Flash

inclusionAIhuggingface.co/inclusionAI/Ling-3.0-flash

*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...

Open in Graph
data quality72

Updated 3 h ago · first seen 11 Sept 2026

model_01M294WVSY1RMKMYZRTPACJ73C

Overview

Identity

Canonical model
Yesidentity confidence: mediumOne row per real model release. Artifacts (checkpoints, quantisations, conversions) and folded evaluation variants point here.
Official checkpoints
official_checkpoints = hf_repo identifiers carried by the model itself; artifacts are separate entities pointing here through canonical_id.
Artifacts
3 quantizations0 official · 3 third-partySeparate entities (checkpoint · quantization · conversion · packaging) pointing to this model through canonical_id.
Provider deployments
1
API aliases
inclusionai/ling-3.0-flashling-3-0-flashIdentifiers under which providers and evaluators refer to this model.
Folded evaluation variants
0Effort / thinking variants (…-high, …-non-reasoning) are result configurations of this model, not separate models. Their old URLs redirect here.

Openness

Open weights— weights downloadable under MIT; commercial use allowed; redistribution allowed; derivatives allowed; 4 dimensions unknown.

Weights downloadable under a permissive or Creative Commons licence allowing commercial use; code or data may be missing.

  • Weights

    Yes

  • Inference code

    —

  • Training code

    —

  • Training data

    —

  • Dataset

    —

  • Commercial use

    Yes

  • Redistribution

    Yes

  • Derivatives

    Yes

Licence: MIT License (permissive · SPDX MIT)

dimensions marked null are unknown, not false

Key facts

Release date

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Openrouter id

Source:OpenRouter public model & pricing listingT2observed 5 d agomedium

Architecture

Architecture

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Model type

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Parameters

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Weights dtype

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

File size

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Pipeline tag

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Hugging Face repo

Source:OpenRouter public model & pricing listingT2observed 5 d agomedium

Capabilities

Modalities

Modalities
text
Input
text
Output
text

Capabilities

  • Tool calling

    Yes

    OpenRouter public model & pricing listing · T2

  • Structured output

    Yes

    OpenRouter public model & pricing listing · T2

  • Reasoning

    Yes

    OpenRouter public model & pricing listing · T2

  • Vision

    Unavailable

  • Audio

    Unavailable

  • Fine-tuning available

    Unavailable

Context window

Source:OpenRouter public model & pricing listingT2observed 5 d agomedium

Max output

Source:OpenRouter public model & pricing listingT2observed 5 d agomedium

Benchmarks12

Compare with another model →

Comparable same task and conditions · Partially comparable same task, conditions differ (effort, temperature, judge) · Not comparable different variant or metric

Benchmark results grouped by comparability group
Benchmark · groupBest scoreTrustConfigurationResultsvs leaderEvaluatedSource
Terminal-Benchagentic · accuracy · variant=v4.0 · evaluator=Artificial AnalysisIndependentevaluatorArtificial Analysisvariantv4.0reasoningonconditions differ across rows → partially comparable1non-primary groupobs. 15 Sept 2026artificialanalysis.aiT2
Terminal-Benchagentic · accuracy · variant=v2.1 · evaluator=Artificial AnalysisIndependentevaluatorArtificial Analysisvariantv2.1reasoningonconditions differ across rows → partially comparable2non-primary groupobs. 15 Sept 2026artificialanalysis.aiT2
SciCodecoding · accuracy · evaluator=Artificial AnalysisIndependentevaluatorArtificial Analysisreasoningonconditions differ across rows → partially comparable2−21.1 ptvs Claude Fable 5.1obs. 16 Sept 2026artificialanalysis.aiT2
Artificial Analysis Intelligence Indexcomposite · indexIndependentreasoningonversion4.3conditions differ across rows → partially comparable3−28.4vs Claude Fable 5.1obs. 14 Sept 2026artificialanalysis.aiT2
Humanity's Last Examknowledge · accuracy · evaluator=Artificial AnalysisIndependentevaluatorArtificial Analysisreasoningonconditions differ across rows → partially comparable2−35.5 ptvs Claude Fable 5.1obs. 16 Sept 2026artificialanalysis.aiT2
GPQA Diamondreasoning · accuracy · variant=Diamond · evaluator=Artificial AnalysisIndependentevaluatorArtificial AnalysisvariantDiamondreasoningonconditions differ across rows → partially comparable1non-primary groupobs. 16 Sept 2026artificialanalysis.aiT2
GPQA Diamondreasoning · accuracy · variant=GPQA Diamond · evaluator=Artificial AnalysisIndependentevaluatorArtificial AnalysisvariantGPQA Diamond1−10.8 ptvs gpt-6-astraobs. 11 Sept 2026artificialanalysis.aiT2

Current rows only, grouped by benchmark → canonical metric → comparability group (task configuration). Effort variants folded into this model appear as rows of the same group. 12 current rows in total. “vs leader” compares with the current leader of the benchmark's primary group only; other groups are not directly comparable. Comparability rules →

Providers & Pricing1

All offers in the price terminal →
Provider deployments, cheapest output first
ProviderContextInput / 1MCached inOutput / 1MStatusObservedSource
OpenRoutercheapest outputinclusionai/ling-3.0-flash262.1Kout 32.8K$0.0042active43 min agosince 11 Sept 2026openrouter.aiT2

USD per 1M tokens as published by each provider; native units (per-request fees, flex/priority tiers) are kept verbatim. Rows are append-only — every price change is kept in the history below. Cost of a workload →

Price history

Step lines per provider; amber markers are recorded changes. Click a marker or a row for the evidence behind that price.

Output price · USD / 1M tokens 1 provider

Output price history of Ling 3.0 Flash$0$0.02$0.04$0.06$0.08Sept 26Sept 26Sept 26Sept 26Sept 26OpenRouter: first observed → $0.063 · 11 Sept 2026
  • OpenRouter
  • OpenRouterfirst observed $0.06311 Sept 2026

Input price · USD / 1M tokens 1 provider

Input price history of Ling 3.0 Flash$0$0.005$0.01$0.015$0.02$0.025Sept 26Sept 26Sept 26Sept 26Sept 26OpenRouter: first observed → $0.021 · 11 Sept 2026
  • OpenRouter
  • OpenRouterfirst observed $0.02111 Sept 2026

Hardware fit37

Estimated

19 of 37 device × quantization combinations fit.

Run locally: your machine →
Estimated hardware fit
HardwareQuantizationDevice memoryEst. memoryFits
Apple M3 Ultra4bit—73.8 GB est.Yes
Mac Studio (Apple M5 Ultra)4bit—73.8 GB est.Yes
Apple M2 Ultra4bit—73.8 GB est.Yes
Apple M1 Ultra4bit—73.8 GB est.Yes
Apple M3 Max4bit—73.8 GB est.Yes
Apple M4 Max4bit—73.8 GB est.Yes
Mac Studio (Apple M5 Max)4bit—73.8 GB est.Yes
MacBook Pro (Apple M5 Max)4bit—73.8 GB est.Yes
Apple M2 Max4bit—73.8 GB est.Yes
NVIDIA A100 80GB4bit80 GB73.8 GB est.Yes
NVIDIA H100 SXM4bit80 GB73.8 GB est.Yes
NVIDIA H100 NVL4bit94 GB73.8 GB est.Yes
NVIDIA DGX Spark4bit128 GB73.8 GB est.Yes
NVIDIA H2004bit141 GB73.8 GB est.Yes
NVIDIA H200 NVL4bit141 GB73.8 GB est.Yes
NVIDIA B2004bit180 GB73.8 GB est.Yes
AMD Instinct MI300X4bit192 GB73.8 GB est.Yes
AMD Instinct MI325X4bit256 GB73.8 GB est.Yes
NVIDIA DGX B2004bit1,440 GB73.8 GB est.Yes
Apple M1 Max4bit—73.8 GB est.No
Apple M4 Pro4bit—73.8 GB est.No
Mac mini (Apple M5 Pro)4bit—73.8 GB est.No
MacBook Pro (Apple M5 Pro)4bit—73.8 GB est.No
Apple M3 Pro4bit—73.8 GB est.No
Apple M1 Pro4bit—73.8 GB est.No
Apple M2 Pro4bit—73.8 GB est.No
Apple M44bit—73.8 GB est.No
iMac (Apple M4)4bit—73.8 GB est.No
Mac mini (Apple M6)4bit—73.8 GB est.No
MacBook Air (Apple M5)4bit—73.8 GB est.No
MacBook Pro (Apple M5)4bit—73.8 GB est.No
Apple M24bit—73.8 GB est.No
Apple M34bit—73.8 GB est.No
Apple M14bit—73.8 GB est.No
NVIDIA GeForce RTX 30904bit24 GB73.8 GB est.No
NVIDIA GeForce RTX 40904bit24 GB73.8 GB est.No
NVIDIA GeForce RTX 50904bit32 GB73.8 GB est.No
Assumptions (7)
  • Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead (or the observed artifact file size when one is recorded).
  • bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
  • KV cache: 2 × layers × kv_heads × head_dim × 2 bytes × context × batch when the architecture is known; otherwise 0.5 GB per 8 192 tokens (× batch), independent of architecture (GQA/MLA models need less).
  • A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
  • Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
  • Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).
  • Multi-GPU: device memories are summed; interconnect bandwidth, tensor-parallel replication and pipeline bubbles are not modelled.

Lineage

Open in Graph →
Explicit derived_from / fine_tuned_from / distilled_from relations stated by sources; artifacts collapsed by kind.
DESCENDANTS 0 · ARTIFACTS3 quantizationsartifacts · collapsed3 quantizations — artifacts · collapsedLing 3.0 Flash127.5B params · this modelLing 3.0 Flash — 127.5B params · this model

    Versions & Artifacts3

    Version history

    Context windowfirst observation only

    11 Sept 2026current

    Licensefirst observation only

    12 Sept 2026current

    Max outputfirst observation only

    11 Sept 2026current

    Opennessfirst observation only

    11 Sept 2026current

    Parametersfirst observation only

    12 Sept 2026current

    Each hop is a claim: click a value for its source, tier and observation time. Nothing is overwritten — a new observation closes the previous claim.

    Artifacts 3

    quantizations 3

    Timeline8

    Full timeline →

    Change history58

    Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

    Viewing AI Atlas as of 16 Aug 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

    Back to today →

    Ling 3.0 Flash was not yet in AI Atlas on 16 Aug 2026

    First seen 11 Sept 2026. Nothing is inferred backwards: no attribute is shown for dates before the first observation.
    58 claims · 39 properties

    Release daterelease_date2

    Claim history for Release date
    ValueValid from → toStatusSourceConfidenceExtractor
    2 Aug 2026 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    23 Jul 2026 → supersededOpenRouter public model & pricing listingT2mediumdeterministic

    Opennessopenness1

    Claim history for Openness
    ValueValid from → toStatusSourceConfidenceExtractor
    open-weights → currentcurrentArtificial AnalysisT2mediumdeterministic

    Licenselicense1

    Claim history for License
    ValueValid from → toStatusSourceConfidenceExtractor
    MIT → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Architecturearchitecture1

    Claim history for Architecture
    ValueValid from → toStatusSourceConfidenceExtractor
    BailingMoeV3ForCausalLM → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Parametersparameter_count1

    Claim history for Parameters
    ValueValid from → toStatusSourceConfidenceExtractor
    127.5B → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Context windowcontext_length1

    Claim history for Context window
    ValueValid from → toStatusSourceConfidenceExtractor
    262.1K tokens → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Max outputmax_output_tokens1

    Claim history for Max output
    ValueValid from → toStatusSourceConfidenceExtractor
    32.8K tokens → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Modalitiesmodalities1

    Claim history for Modalities
    ValueValid from → toStatusSourceConfidenceExtractor
    text → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Input modalitiesmodalities_input1

    Claim history for Input modalities
    ValueValid from → toStatusSourceConfidenceExtractor
    text → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Output modalitiesmodalities_output1

    Claim history for Output modalities
    ValueValid from → toStatusSourceConfidenceExtractor
    text → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    File sizefile_size_gb1

    Claim history for File size
    ValueValid from → toStatusSourceConfidenceExtractor
    255.0 GB → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Hugging Face repohf_repo1

    Claim history for Hugging Face repo
    ValueValid from → toStatusSourceConfidenceExtractor
    inclusionAI/Ling-3.0-flash → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Pipeline tagpipeline_tag1

    Claim history for Pipeline tag
    ValueValid from → toStatusSourceConfidenceExtractor
    text-generation → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Model cardmodel_card_url1

    Claim history for Model card
    ValueValid from → toStatusSourceConfidenceExtractor
    https://huggingface.co/inclusionAI/Ling-3.0-flash → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Downloadsmetric.downloads4

    Claim history for Downloads
    ValueValid from → toStatusSourceConfidenceExtractor
    17,926 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    16,875 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    17,049 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    17,264 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Likesmetric.likes7

    Claim history for Likes
    ValueValid from → toStatusSourceConfidenceExtractor
    411 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    410 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    409 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    408 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    407 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    406 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    405 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Aa context windowaa_context_window1

    Claim history for Aa context window
    ValueValid from → toStatusSourceConfidenceExtractor
    262,144 tokens → currentcurrentArtificial AnalysisT2mediumdeterministic

    Aa opennessaa_openness1

    Claim history for Aa openness
    ValueValid from → toStatusSourceConfidenceExtractor
    open-weights → currentcurrentArtificial AnalysisT2mediumdeterministic

    Accessaccess1

    Claim history for Access
    ValueValid from → toStatusSourceConfidenceExtractor
    open → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Commercial use allowedcommercial_use_allowed1

    Claim history for Commercial use allowed
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

    Derivatives allowedderivatives_allowed1

    Claim history for Derivatives allowed
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

    Descriptiondescription1

    Claim history for Description
    ValueValid from → toStatusSourceConfidenceExtractor
    *Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers... → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Hf inference providershf_inference_providers1

    Claim history for Hf inference providers
    ValueValid from → toStatusSourceConfidenceExtractor
    deepinfra, novita → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Last modifiedlast_modified1

    Claim history for Last modified
    ValueValid from → toStatusSourceConfidenceExtractor
    2026-09-04T05:41:09+00:00 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    License keylicense_key1

    Claim history for License key
    ValueValid from → toStatusSourceConfidenceExtractor
    MIT → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    License rawlicense_raw1

    Claim history for License raw
    ValueValid from → toStatusSourceConfidenceExtractor
    mit → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Aa median output tokens per secondmetric.aa_median_output_tokens_per_second7

    Claim history for Aa median output tokens per second
    ValueValid from → toStatusSourceConfidenceExtractor
    331.9 → currentcurrentArtificial AnalysisT2mediumdeterministic
    323.3 → supersededArtificial AnalysisT2mediumdeterministic
    312.7 → supersededArtificial AnalysisT2mediumdeterministic
    275.9 → supersededArtificial AnalysisT2mediumdeterministic
    315.1 → supersededArtificial AnalysisT2mediumdeterministic
    307.1 → supersededArtificial AnalysisT2mediumdeterministic
    315.1 → supersededArtificial AnalysisT2mediumdeterministic

    Downloads all timemetric.downloads_all_time4

    Claim history for Downloads all time
    ValueValid from → toStatusSourceConfidenceExtractor
    30,943 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    29,450 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    29,210 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
    28,875 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Model typemodel_type1

    Claim history for Model type
    ValueValid from → toStatusSourceConfidenceExtractor
    bailing_hybrid → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Openrouter idopenrouter_id1

    Claim history for Openrouter id
    ValueValid from → toStatusSourceConfidenceExtractor
    inclusionai/ling-3.0-flash → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Openrouter listed atopenrouter_listed_at1

    Claim history for Openrouter listed at
    ValueValid from → toStatusSourceConfidenceExtractor
    23 Jul 2026 → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Reasoningreasoning1

    Claim history for Reasoning
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Redistribution allowedredistribution_allowed1

    Claim history for Redistribution allowed
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

    Structured outputstructured_output1

    Claim history for Structured output
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Supported parameterssupported_parameters1

    Claim history for Supported parameters
    ValueValid from → toStatusSourceConfidenceExtractor
    frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, temperature, tool_choice, tools, top_k, top_logprobs, top_p → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Tagstags1

    Claim history for Tags
    ValueValid from → toStatusSourceConfidenceExtractor
    bailing_hybrid, custom_code, safetensors, text-generation → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Tool callingtool_calling1

    Claim history for Tool calling
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

    Weights availableweights_available1

    Claim history for Weights available
    ValueValid from → toStatusSourceConfidenceExtractor
    Yes → currentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

    Weights dtypeweights_dtype1

    Claim history for Weights dtype
    ValueValid from → toStatusSourceConfidenceExtractor
    BF16, F32 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

    Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

    Provenance

    Attributed facts

    39

    Source tiers

    T239

    Freshest observation

    4 h ago

    Conflicts

    None

    Source documents 5

    Source documents
    SourceDocumentTypeTierLast observedSnapshots
    OpenRouter public model & pricing listingopenrouter.ai/api/v1/models catalogueT2· Quality secondary43 min ago75
    Hugging Face Hub (public pages, model cards, papers)huggingface.co/inclusionAI/Ling-3.0-flash/raw/main/README.md model_cardT2· Quality secondary3 h ago1
    Hugging Face Hub (public pages, model cards, papers)huggingface.co/inclusionAI/Ling-3.0-flash model_pageT2· Quality secondary4 h ago24
    Hugging Face Hub (public pages, model cards, papers)huggingface.co/models?author=inclusionAI&p=0&sort=downloads listingT2· Quality secondary4 h ago25
    Artificial Analysisartificialanalysis.ai/leaderboards/models leaderboardT2· Quality secondary5 h ago17

    Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

    Data quality (72/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →