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ModelCap

R1 0528

Current board #36Arena #106Open weights

DeepSeek·deepseek/deepseek-r1-0528

R1 0528 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 reasoning, tool use, structured outputs.

ModelCap Index · Current board
69.4#36
Measured · 81% support · score interval 69.4–76.4
Market Gravity
30.0
Secondary market signal
Input
$0.50
per 1M tokens
Output
$2.15
per 1M tokens
Context
164K
tokens
Providers
4
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
DeepInfrafp4Cheapest$0.50$2.15164Kfp4100.0%
SiliconFlowfp8$0.50$2.18164Kfp899.80%
StreamLake$0.571$2.29128K100.0%
Novitafp8$0.70$2.50164Kfp8

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
$0.50$2.15164K692 ms21.6 tok/stools
novita
live
$0.70$2.50164K1694 ms18.3 tok/stools · structured
featherless-ai
live

Reported evaluation leads (2)

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
Idavidrein/gpqa
diamond
78.7879
Unpinned
not published
Reported
Quarantined
TIGER-Lab/MMLU-Pro
mmlu_pro
85
Unpinned
not published
Reported
Quarantined

Other versions (1)

ModelCap Index · Current board

Methodology
69.4
Measured · 2 public benchmark observations across 2 boards
Current board
#36
Public rank basis
Measured (measured)
Index support
81.4% · strong
Index interval
69.4–76.4
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-r1-0528/fp8 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata deepseek-ai/DeepSeek-R1-0528@4236a6af538feda4548eca9ab308586007567f52 (not the evaluation revision)
Direct benchmark observations
2
Breadth-adjusted BES point estimate
72.9
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
72.9
Evidence status
confirmed · 83% mass
General preference
72.9
Coding
72.6
Agents & tools
Reasoning
Evidence breadth
92%
Evidence coverage
81%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
14.7
Liquidity (providers × uptime)
59.5
Open reach (HF downloads)
40.4
Surface (context / tools / modalities)
71.8
Freshness
19.0
  • · OpenRouter popularity #129
  • · 4 live providers
  • · HF 30d downloads 201473
  • · Catalogue: context 163840, reasoning, tools
  • · First seen 2025-05-28

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
84.7
strong · 94% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
97.0
Evaluation provenance
50.5

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
30.0
OpenRouter weekly popularity
#129 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
#106 of 385
Rating
1422.1
95% confidence interval
1416–1428
Votes
18K
Source snapshot
6 Aug 2026, 13:00 UTC
Category
overall
Identity match confidence
99%

Market Gravity breakdown

Usage55%
14.7

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
59.5

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

Open reach15%
40.4

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

Freshness5%
19.0

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

Specification

Context window
164K tokens
Max output
33K tokens
Inputs
Text
Outputs
Text
Tokenizer
DeepSeek
Cached input tokens
$0.35 / 1M
First seen on OpenRouter
28 May 2025
Knowledge cutoff
2025-03-31

Capabilities

  • 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
4236a6af538f
Parameters
684.5B
Architecture
DeepseekV3ForCausalLM
Model type
deepseek_v3
Hugging Face downloads (30d)
201K
Downloads (all time)
16.6M
Likes
2K
Repository updated
29 May 2025, 11:37 UTC