Skip to content
ModelCap

Hy3

Arena #75Official publisher releaseOpen weights

Tencent·#75 of 504 in the all-versions archive

Hy3 is a language model from Tencent. It ranks #75 of 504 in ModelCap's all-versions archive, with an Index score of 72.1, measured on 3 public benchmarks. Its score range of 67.3–76.9 spans positions #46–#103. It is listed at $0.132 per million input tokens and $0.528 per million output tokens across 5 providers. It reads up to 262K tokens of context, and its weights are openly downloadable.

Figures as of 6 Nov 2026, 13:52 UTC · download the public dataset · methodology

ModelCap Index · All-versions archive
72.1#75
Measured on 3 public benchmarks · range 67.3–76.9
Evidence as of 4 Nov 2026, 00:00 UTC
Market Gravity
62.3Decreased by 0.6
Secondary market signal

Superseded by Hy4 preview. It no longer holds a current-board position; its all-versions archive rank is #75.

Input
$0.132
per 1M tokens
Output
$0.528
per 1M tokens
Context
262K
tokens
Providers
5
endpoints

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
Tencentfp8Cheapest$0.132$0.528262Kfp8100.0%
GMICloudbf16$0.14$0.58262Kbf16100.0%
Novita$0.14$0.58262K—100.0%
Phala$0.15$0.64262K—100.0%
AtlasCloudfp8$0.20$0.80262Kfp8100.0%

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
$0.13$0.53262K506 ms60.2 tok/stools · structured
featherless-ai
live
——————

Reasoning efforts

Best supported result can inform ModelCap

Published Max, X-High, High and other configurations for this model. These are sourced scores, not head-to-head essays.

EffortAgent scoreSource rankSampleSource
Default
Hy3
-7.72%
CI -9.2–-6.3%
#491.2M obs
33K sessions
LMArena Agent
Match 100%

Reported evaluation leads (11)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
benchflow/skillsbench
skillsbench_v1_1
—55.3
Unpinned
not published
Reported
Quarantined
cais/hle
hle
—53.2
Unpinned
not published
Reported
Quarantined
datacurve/deep-swe
deep_swe
—28
Unpinned
not published
Reported
Quarantined
harborframework/terminal-bench-2.1
terminalbench_2_1
—71.7
Unpinned
not published
Reported
Quarantined
Idavidrein/gpqa
diamond
—90.4
Unpinned
not published
Reported
Quarantined
IntelligenceLab/Long-Horizon-Terminal-Bench
lhtb_solved
—1
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
overall
—53.6
Unpinned
not published
Reported
Quarantined
mercor/apex-agents
apex-agents
—25.6
Unpinned
not published
Reported
Quarantined
ScaleAI/SWE-bench_Pro
SWE_Bench_Pro
—57.9
Unpinned
not published
Reported
Quarantined
SWE-bench/SWE-bench_Multilingual
swe_bench_multilingual_%_resolved
—75.8
Unpinned
not published
Reported
Quarantined
SWE-bench/SWE-bench_Verified
swe_bench_%_resolved
—78
Unpinned
not published
Reported
Quarantined

Other versions (3)

ModelCap Index · All-versions archive

Methodology
72.1
Measured on 3 public benchmarks
All-versions archive
#75 of 504
Score range
67.3–76.9
Rank range
#46–#103
Evidence as of
4 Nov 2026, 00:00 UTC
Benchmarks used
Arena Coding, Arena Overall, LMArena Agent
Technical details
Public rank basis
Measured (measured)
Evidence label
Measured · 3 public benchmark observations across 3 boards
Index support
65.4% · strong
Identity binding
Exact catalogue product · tencent/tencent/hy3 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata tencent/Hy3@a960ebc3da325ba167f069f76c41eb62c9280d22 (not the evaluation revision)
Index observations used
3
Qualified Index evidence point
72.1
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
72.1
Evidence status
confirmed · 88% mass
General preference
73.7
Coding
70.5
Agents & tools
25.7
Reasoning
—
Evidence breadth
97%
Evidence coverage
65%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
52.4
Liquidity (providers × uptime)
77.1
Open reach (HF downloads)
73.6
Surface (context / tools / modalities)
75.3
Freshness
62.6
  • · OpenRouter popularity #16
  • · 5 live providers
  • · HF 30d downloads 1214836
  • · Catalogue: context 262144, reasoning, tools
  • · First seen 2026-07-06

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
90.1
strong · 94% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
97.9
Evaluation provenance
76.1

Not yet published: the base model it derives from, pinned evaluation dataset versions.

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

Market activity

Venue coverage
Market Gravity
62.3
OpenRouter weekly popularity
#16 of 339

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
LMArena
Official rank
#75 of 419
Rating
1454.5
95% confidence interval
1449–1460
Votes
14K
Source published at
28 Oct 2026, 00:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
52.4

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
77.1

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

Open reach15%
73.6

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

Freshness5%
62.6

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

Specification

Model ID
tencent/hy3
Context window
262K tokens
Declared output cap
128K tokens

OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata

Inputs
Text
Outputs
Text
Tokenizer
Other
Cached input tokens
$0.033 / 1M
First seen on OpenRouter
6 Jul 2026

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
apache-2.0
Pinned revision
a960ebc3da32
Parameters
298.8B
Architecture
HYV3ForCausalLM
Model type
hy_v3
Hugging Face downloads (30d)
1.2M
Downloads (all time)
1.7M
Likes
990
Repository
tencent/Hy3
Repository updated
20 Jul 2026, 07:01 UTC

Benchmark leaderboards featuring Hy3

All leaderboards
Public benchmark boards on which Hy3 has a published result
LeaderboardScoreSource rankConfigurationPublished
Arena text leaderboardArena (LMArena)14541449–1460#75 of 419Not reported28 Oct 2026
Arena coding leaderboardArena (LMArena)15031493–1513#73 of 414Default28 Oct 2026
LMArena Agent leaderboardLMArena-7.7%-9.2%–-6.3%#49 of 58Default4 Nov 2026
WildClawBench OpenClaw leaderboardWildClawBench49.7#13 of 34Default20 Jul 2026

Hy3: common questions

How does Hy3 rank among AI models?

Hy3 is a superseded version and is not on the current board as of 6 November 2026. Its archive position, where one exists, is shown on the page; the newer version carries the current rank.

How much does Hy3 cost per 1M tokens?

Hy3 is listed at $0.132 per 1M input tokens and $0.528 per 1M output tokens as of 6 November 2026 across 5 providers. Prices come from the OpenRouter catalogue and re-observe on every refresh. For 1,000 requests using 2,000 input and 500 output tokens each, the listed rates imply $0.528 total (2M input + 0.5M output). This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the chosen endpoint's rate and limits before budgeting.

What is the context window of Hy3?

Hy3 has a published context window of 262K tokens (262,144). The snapshot lists a 128,000 token catalogue-declared route output cap. OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. The providers table lists each endpoint's context limit.

Is Hy3 open-weight?

Open weights (apache-2.0). 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. The repository is tencent/Hy3 on Hugging Face.

Which API providers serve Hy3?

5 providers serve Hy3 through OpenRouter as of 6 November 2026: Tencent, Novita, GMICloud, Phala and AtlasCloud. Each provider's price, context limit, quantization and measured uptime are in the providers table above.

Which benchmarks has Hy3 been evaluated on?

Hy3 has published results on 4 public boards tracked by ModelCap as of 6 November 2026: Arena text 1454 (#75 of 419), Arena coding 1503 (#73 of 414), LMArena Agent -7.7% (#49 of 58) and WildClawBench OpenClaw 49.7 (#13 of 34). Each board page ranks every tracked model on that benchmark. The ModelCap Index scores the results its methodology admits, with published uncertainty, and shows reference boards without scoring them.

When was Hy3 released?

Hy3 first appeared in the catalogue on 6 Jul 2026. It has since been superseded by Hy4 preview. Rank and price movements since then are recorded on the site's changes feed.