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ModelCap

DeepSeek V3 0324

All-versions archive #92Arena #141Open weights

DeepSeek·deepseek/deepseek-chat-v3-0324

DeepSeek V3 0324 is a language model published by DeepSeek. 4 OpenRouter endpoints are published in the latest snapshot. It accepts text input and returns text. The published context limit is 164K tokens. The catalogue declares support for tool use, structured outputs.

ModelCap Index · All-versions archive
61.2#92
Measured · 84% support · score interval 61.2–67.8
Market Gravity
47.3
Secondary market signal

Superseded by DeepSeek V3.2. It no longer holds a current-board position; its all-versions archive rank is #92.

Input
$0.27
per 1M tokens
Output
$1.12
per 1M tokens
Context
164K
tokens
Providers
4
endpoints
Gateway spend
—
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
DeepInfrafp4Cheapest$0.24$0.90164Kfp499.78%
SiliconFlowfp8$0.25$1.00164Kfp899.58%
Novitafp8$0.27$1.12164Kfp8100.0%
Crusoebf16$0.50$1.50164Kbf16100.0%

Hugging Face Inference Providers

Exact repository identity

Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.

ProviderInputOutputContextTTFTThroughputFeatures
deepinfra
live
$0.24$0.90164K706 ms26.5 tok/stools · structured
novita
live
$0.27$1.12164K1078 ms33.5 tok/stools
featherless-ai
live
——————

Reported evaluation leads (1)

Excluded from score

Structured rows reported in this exact model repository at the pinned revision below. They are useful research leads, but remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
TIGER-Lab/MMLU-Pro
mmlu_pro
—81.2
Unpinned
not published
Reported
Quarantined

Other versions (4)

ModelCap Index · All-versions archive

Methodology
61.2
Measured · 2 public benchmark observations across 2 boards
All-versions archive
#92
Public rank basis
Measured (measured)
Index support
83.8% · strong
Index interval
61.2–67.8
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Identity binding
Exact catalogue product · deepseek/deepseek/deepseek-chat-v3-0324/fp8 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata deepseek-ai/DeepSeek-V3-0324@e9b33add76883f293d6bf61f6bd89b497e80e335 (not the evaluation revision)
Direct benchmark observations
2
Breadth-adjusted BES point estimate
64.5
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
64.5
Evidence status
confirmed · 83% mass
General preference
65.4
Coding
61.1
Agents & tools
—
Reasoning
—
Evidence breadth
92%
Evidence coverage
84%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
22.6
Liquidity (providers × uptime)
86.5
Open reach (HF downloads)
83.3
Surface (context / tools / modalities)
46.8
Freshness
14.8
  • · OpenRouter popularity #82
  • · 4 live providers
  • · HF 30d downloads 1000016
  • · Catalogue: context 163840, tools
  • · First seen 2025-03-24

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
85.3
strong · 94% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
97.0
Evaluation provenance
53.4

Missing: artifactReproducibility.base-lineage, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
47.3
OpenRouter weekly popularity
#82 of 298

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

Status
Ranked
Source
Arena
Official rank
#141 of 385
Rating
1395.6
95% confidence interval
1392–1400
Votes
45K
Source snapshot
6 Aug 2026, 13:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
22.6

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
86.5

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
83.3

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
14.8

Time since first public availability, on a six-month half-life.

Specification

Context window
164K tokens
Max output
66K tokens
Inputs
Text
Outputs
Text
Tokenizer
DeepSeek
Cached input tokens
$0.135 / 1M
First seen on OpenRouter
24 Mar 2025
Knowledge cutoff
2024-07-31

Capabilities

  • Not supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
e9b33add7688
Parameters
684.5B
Architecture
DeepseekV3ForCausalLM
Model type
deepseek_v3
Hugging Face downloads (30d)
1.0M
Downloads (all time)
7.7M
Likes
3K
Repository
deepseek-ai/DeepSeek-V3-0324
Repository updated
27 Mar 2025, 04:01 UTC