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DeepSeek V4 Flash (0731)

DeepSeekfamily · DeepSeekhuggingface.co/deepseek-ai/DeepSeek-V4-Flash-073

DeepSeek V4 Flash 0731 is a sparse mixture-of-experts model from DeepSeek, with 13B active parameters out of 284B total. This re-post-trained revision is suited for coding, reasoning, and agent workflows....

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data quality72

Updated 26 min ago · first seen 11 Sept 2026

model_01M294AJ1F4RJVP5FJ0MN8KYAB

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
None recordedSeparate entities (checkpoint · quantization · conversion · packaging) pointing to this model through canonical_id.
Provider deployments
4
API aliases
deepseek/deepseek-v4-flash-0731fireworks/deepseek-v4-flash-0731Identifiers 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 weightsweights 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 · stated as “mit”)

dimensions marked null are unknown, not false

Key facts

Release date

Source:OpenRouter public model & pricing listingT2observed 16 h agomedium

Openrouter id

Source:OpenRouter public model & pricing listingT2observed 16 h agomedium

Architecture

Architecture

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 15 h agomedium

Model type

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 15 h agomedium

Parameters

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 16 h agomedium

Tokenizer

Source:OpenRouter public model & pricing listingT2observed 16 h agomedium

Weights dtype

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 15 h agomedium

File size

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 15 h agomedium

Library name

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 15 h agomedium

Pipeline tag

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 16 h agomedium

Hugging Face repo

Source:OpenRouter public model & pricing listingT2observed 16 h 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 16 h agomedium

Max output

Source:OpenRouter public model & pricing listingT2observed 16 h agomedium

Tokenizer

Source:OpenRouter public model & pricing listingT2observed 16 h agomedium

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
LiveBench Agentic Codingcoding · average score · variant=Agentic CodingOfficial boardvariantAgentic Codingrelease2026-06-251−30.5 ptvs DeepSeek-V4.1-Flash25 Jun 2026livebench.aiT2
LiveBench Codingcoding · average score · variant=CodingOfficial boardvariantCodingrelease2026-06-251−11.4 ptvs Claude Fable 5.125 Jun 2026livebench.aiT2
LiveBenchgeneral · global_averageOfficial boardrelease2026-06-251−9.24 ptvs Claude Fable 5.125 Jun 2026livebench.aiT2
LiveBench Data Analysisgeneral · average score · variant=Data AnalysisOfficial boardvariantData Analysisrelease2026-06-251−3.65 ptvs gpt-6-astra25 Jun 2026livebench.aiT2
LiveBench Languagegeneral · average score · variant=LanguageOfficial boardvariantLanguagerelease2026-06-251−11.5 ptvs Claude Fable 525 Jun 2026livebench.aiT2
LiveBench Instruction Followinginstruction-following · average score · variant=IFOfficial boardvariantIFrelease2026-06-251−15.9 ptvs Gemini 3.8 Flash25 Jun 2026livebench.aiT2
LiveBench Mathematicsmath · average score · variant=MathematicsOfficial boardvariantMathematicsrelease2026-06-251−10.2 ptvs Claude Fable 5.125 Jun 2026livebench.aiT2
LiveBench Reasoningreasoning · average score · variant=ReasoningOfficial boardvariantReasoningrelease2026-06-251−6.02 ptvs gpt-6-astra25 Jun 2026livebench.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. 8 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 →

Provider deployments, cheapest output first
ProviderContextInput / 1MCached inOutput / 1MStatusObservedSource
DeepSeek APIcheapest outputdeepseek/deepseek-v4-flash-07311.05Mout 943.7K$0.008active7 h agosince 12 Sept 2026openrouter.aiT2
OpenRouterdeepseek/deepseek-v4-flash-07311.05Mout 943.7K$0.008active18 min agosince 12 Sept 2026openrouter.aiT2
Together AIdeepseek-v4-flash-0731$0.03active14 h agosince 11 Sept 2026together.aiT1
DeepSeek APIdeepseek/deepseek-v4-flash-0731:batch1.05Mout 943.7K$0.0035active7 h agosince 11 Sept 2026openrouter.aiT2
OpenRouterdeepseek/deepseek-v4-flash-0731:batch1.05Mout 943.7K$0.0035active18 min agosince 12 Sept 2026openrouter.aiT2
Fireworks AIfireworks/deepseek-v4-flash-0731$0.007active9 h agosince 11 Sept 2026app.fireworks.aiT1

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 4 providers

Output price history of DeepSeek V4 Flash (0731)$0$0.20$0.40$0.60$0.80Sept 26Sept 26Sept 26Sept 26Sept 26Fireworks AI: first observed → $0.66 · 11 Sept 2026DeepSeek API: first observed → $0.18 · 11 Sept 2026DeepSeek API: $0.18 → $0.33 · 11 Sept 2026Together AI: first observed → $0.28 · 11 Sept 2026DeepSeek API: $0.33 → $0.08 · 12 Sept 2026OpenRouter: first observed → $0.08 · 12 Sept 2026OpenRouter: $0.08 → $0.33 · 12 Sept 2026
  • Fireworks AI
  • DeepSeek API
  • Together AI
  • OpenRouter
  • OpenRouter$0.08$0.3312 Sept 2026
  • OpenRouterfirst observed $0.0812 Sept 2026
  • DeepSeek API$0.33$0.0812 Sept 2026
  • Together AIfirst observed $0.2811 Sept 2026
  • DeepSeek API$0.18$0.3311 Sept 2026
  • DeepSeek APIfirst observed $0.1811 Sept 2026
  • Fireworks AIfirst observed $0.6611 Sept 2026

Input price · USD / 1M tokens 4 providers

Input price history of DeepSeek V4 Flash (0731)$0$0.10$0.20$0.30Sept 26Sept 26Sept 26Sept 26Sept 26Fireworks AI: first observed → $0.22 · 11 Sept 2026DeepSeek API: first observed → $0.065 · 11 Sept 2026DeepSeek API: $0.065 → $0.11 · 11 Sept 2026Together AI: first observed → $0.14 · 11 Sept 2026DeepSeek API: $0.11 → $0.04 · 12 Sept 2026OpenRouter: first observed → $0.04 · 12 Sept 2026OpenRouter: $0.04 → $0.11 · 12 Sept 2026
  • Fireworks AI
  • DeepSeek API
  • Together AI
  • OpenRouter
  • OpenRouter$0.04$0.1112 Sept 2026
  • OpenRouterfirst observed $0.0412 Sept 2026
  • DeepSeek API$0.11$0.0412 Sept 2026
  • Together AIfirst observed $0.1411 Sept 2026
  • DeepSeek API$0.065$0.1111 Sept 2026
  • DeepSeek APIfirst observed $0.06511 Sept 2026
  • Fireworks AIfirst observed $0.2211 Sept 2026

Hardware fit37

Estimated

7 of 37 device × quantization combinations fit.

Run locally: your machine →
Estimated hardware fit
HardwareQuantizationDevice memoryEst. memoryFits
Apple M3 Ultra4bit175.4 GB est.Yes
Mac Studio (Apple M5 Ultra)4bit175.4 GB est.Yes
Apple M2 Ultra4bit175.4 GB est.Yes
NVIDIA B2004bit180 GB175.4 GB est.Yes
AMD Instinct MI300X4bit192 GB175.4 GB est.Yes
AMD Instinct MI325X4bit256 GB175.4 GB est.Yes
NVIDIA DGX B2004bit1,440 GB175.4 GB est.Yes
Apple M1 Ultra4bit175.4 GB est.No
Apple M3 Max4bit175.4 GB est.No
Apple M4 Max4bit175.4 GB est.No
Mac Studio (Apple M5 Max)4bit175.4 GB est.No
MacBook Pro (Apple M5 Max)4bit175.4 GB est.No
Apple M2 Max4bit175.4 GB est.No
Apple M1 Max4bit175.4 GB est.No
Apple M4 Pro4bit175.4 GB est.No
Mac mini (Apple M5 Pro)4bit175.4 GB est.No
MacBook Pro (Apple M5 Pro)4bit175.4 GB est.No
Apple M3 Pro4bit175.4 GB est.No
Apple M1 Pro4bit175.4 GB est.No
Apple M2 Pro4bit175.4 GB est.No
Apple M44bit175.4 GB est.No
iMac (Apple M4)4bit175.4 GB est.No
Mac mini (Apple M6)4bit175.4 GB est.No
MacBook Air (Apple M5)4bit175.4 GB est.No
MacBook Pro (Apple M5)4bit175.4 GB est.No
Apple M24bit175.4 GB est.No
Apple M34bit175.4 GB est.No
Apple M14bit175.4 GB est.No
NVIDIA GeForce RTX 30904bit24 GB175.4 GB est.No
NVIDIA GeForce RTX 40904bit24 GB175.4 GB est.No
NVIDIA GeForce RTX 50904bit32 GB175.4 GB est.No
NVIDIA A100 80GB4bit80 GB175.4 GB est.No
NVIDIA H100 SXM4bit80 GB175.4 GB est.No
NVIDIA H100 NVL4bit94 GB175.4 GB est.No
NVIDIA DGX Spark4bit128 GB175.4 GB est.No
NVIDIA H2004bit141 GB175.4 GB est.No
NVIDIA H200 NVL4bit141 GB175.4 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.

Versions & Artifacts0

Version history

Context windowfirst observation only

11 Sept 2026current

Licensefirst observation only

11 Sept 2026current

Max outputfirst observation only

11 Sept 2026current

Opennessfirst observation only

11 Sept 2026current

Parametersfirst observation only

11 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 0

No artifact (checkpoint, quantisation, conversion or packaging) points to this model yet.

Papers1

  • Listed by providerModelDeepSeek V4 Flash (0731)DeepSeek

    OpenRouter lists DeepSeek V4 Flash (0731) at $0.11 in / $0.33 out per 1M tokens

    openrouter
  • Listed by providerModelDeepSeek V4 Flash (0731)DeepSeek

    OpenRouter lists DeepSeek V4 Flash (0731) at $0.04 in / $0.08 out per 1M tokens

    openrouter
  • Price changedModelDeepSeek V4 Flash (0731)DeepSeek

    DeepSeek API changed pricing for DeepSeek V4 Flash (0731): $0.065 in / $0.18 out per 1M tokens → $0.04 in / $0.08 out per 1M tokens

    $0.065 in / $0.18 out$0.04 in / $0.08 outopenrouter

Change history46

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 5 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

DeepSeek V4 Flash (0731) was not yet in AI Atlas on 5 Sept 2026

First seen 11 Sept 2026. Nothing is inferred backwards: no attribute is shown for dates before the first observation.
46 claims · 43 properties

Release daterelease_date1

Claim history for Release date
ValueValid from → toStatusSourceConfidenceExtractor
31 Jul 2026currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Opennessopenness1

Claim history for Openness
ValueValid from → toStatusSourceConfidenceExtractor
open-weightscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Licenselicense1

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ValueValid from → toStatusSourceConfidenceExtractor
MITcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Architecturearchitecture1

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ValueValid from → toStatusSourceConfidenceExtractor
DeepseekV4ForCausalLMcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Parametersparameter_count1

Claim history for Parameters
ValueValid from → toStatusSourceConfidenceExtractor
304.2BcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Context windowcontext_length1

Claim history for Context window
ValueValid from → toStatusSourceConfidenceExtractor
1.31M tokenscurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Max outputmax_output_tokens1

Claim history for Max output
ValueValid from → toStatusSourceConfidenceExtractor
943.7K tokenscurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Modalitiesmodalities1

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

Input modalitiesmodalities_input1

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ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Output modalitiesmodalities_output1

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ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Tokenizertokenizer1

Claim history for Tokenizer
ValueValid from → toStatusSourceConfidenceExtractor
DeepSeekcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Quantization formatquant_format1

Claim history for Quantization format
ValueValid from → toStatusSourceConfidenceExtractor
fp8currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

File sizefile_size_gb1

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

Hugging Face repohf_repo1

Claim history for Hugging Face repo
ValueValid from → toStatusSourceConfidenceExtractor
deepseek-ai/DeepSeek-V4-Flash-0731currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Pipeline tagpipeline_tag1

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ValueValid from → toStatusSourceConfidenceExtractor
text-generationcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model cardmodel_card_url1

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ValueValid from → toStatusSourceConfidenceExtractor
https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloadsmetric.downloads2

Claim history for Downloads
ValueValid from → toStatusSourceConfidenceExtractor
4,374,129currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
4,397,122supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Likesmetric.likes2

Claim history for Likes
ValueValid from → toStatusSourceConfidenceExtractor
3,933currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
3,931supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Accessaccess1

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ValueValid from → toStatusSourceConfidenceExtractor
opencurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Artifact kindartifact_kind1

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ValueValid from → toStatusSourceConfidenceExtractor
quantizationcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Commercial use allowedcommercial_use_allowed1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Derivatives allowedderivatives_allowed1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Descriptiondescription1

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ValueValid from → toStatusSourceConfidenceExtractor
DeepSeek V4 Flash 0731 is a sparse mixture-of-experts model from DeepSeek, with 13B active parameters out of 284B total. This re-post-trained revision is suited for coding, reasoning, and agent workflows....currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Gatedgated1

Claim history for Gated
ValueValid from → toStatusSourceConfidenceExtractor
NocurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Hf inference providershf_inference_providers1

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ValueValid from → toStatusSourceConfidenceExtractor
baseten, deepinfra, fireworks-ai, novita, scaleway, togethercurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Is quantizedis_quantized1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Last modifiedlast_modified1

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ValueValid from → toStatusSourceConfidenceExtractor
2026-08-01T03:07:41+00:00currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Library namelibrary_name1

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ValueValid from → toStatusSourceConfidenceExtractor
transformerscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License keylicense_key1

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ValueValid from → toStatusSourceConfidenceExtractor
MITcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License rawlicense_raw1

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ValueValid from → toStatusSourceConfidenceExtractor
mitcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloads all timemetric.downloads_all_time2

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ValueValid from → toStatusSourceConfidenceExtractor
6,053,327currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
5,938,643supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model typemodel_type1

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ValueValid from → toStatusSourceConfidenceExtractor
deepseek_v4currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Openrouter idopenrouter_id1

Claim history for Openrouter id
ValueValid from → toStatusSourceConfidenceExtractor
deepseek/deepseek-v4-flash-0731currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Openrouter listed atopenrouter_listed_at1

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ValueValid from → toStatusSourceConfidenceExtractor
31 Jul 2026currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Reasoningreasoning1

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

Redistribution allowedredistribution_allowed1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Structured outputstructured_output1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Supported parameterssupported_parameters1

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ValueValid from → toStatusSourceConfidenceExtractor
frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, parallel_tool_calls, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_a, top_k, top_logprobs, top_pcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Tagstags1

Claim history for Tags
ValueValid from → toStatusSourceConfidenceExtractor
transformers, safetensors, deepseek_v4, text-generation, 8-bit, fp8currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Tool callingtool_calling1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Weights availableweights_available1

Claim history for Weights available
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI 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, F8_E4M3, I64, I8currentcurrentHugging 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

44

Source tiers

T244

Freshest observation

1 h ago

Conflicts

None

Source documents 7

Source documents
SourceDocumentTypeTierLast observedSnapshots
Together AI — pricingtogether.ai/pricing pricingT1· Official12 min ago1
Fireworks AI — pricingdocs.fireworks.ai/serverless/pricing.md pricingT1· Official2 h ago2
OpenRouter public model & pricing listingopenrouter.ai/api/v1/models catalogueT2· Quality secondary18 min ago12
Hugging Face Hub (public pages, model cards, papers)huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731/raw/main/README.md model_cardT2· Quality secondary46 min ago1
Hugging Face Hub (public pages, model cards, papers)huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731 model_pageT2· Quality secondary1 h ago5
Hugging Face Hub (public pages, model cards, papers)huggingface.co/models?author=deepseek-ai&p=0&sort=downloads listingT2· Quality secondary2 h ago8
LiveBenchlivebench.ai/table_2026_06_25.csv leaderboardT2· Quality secondary14 h ago1

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 →