Data as of November 10, 2026 · How the score is built
Released Jul 6, 2026256K context
Hy3
Decision readingHy3 is tracked, but not publicly ranked yet. The profile exposes 1 sourced benchmark rows and leaves unsupported fields blank until a published record exists.
Released Jul 6, 2026 — see all recent releases
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Capability
Unranked
field median 51.1Not eligible for a public rank
Price
Self-hosted; infrastructure cost varies
input median $0.60No comparable first-party hosted token rate
Speed
84tok/s
field median 92 tok/sFirst token 26.41 s
Context
256Ktokens
field median 256,000Reported for this model; direct source link not stored
Strongest published evidence
Coding ranks #55. Particularly well-suited for software development and code generation tasks.
Validate before choosing
1 published rows leave some tracked benchmark slots empty. No comparable first-party API token rate is published.
Source-linked · 1 displayable benchmark row
Category score record
Scores and ranks appear only where published evidence can be displayed. The table keeps the score, weight, cohort, and evidence state together.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticRank #79 of 132Percentile 40thWeight 22%Not listedUnlisted sources | 36.8 | Not listed | Unlisted sources | |||
| CodingRank #55 of 158Percentile 66thWeight 20%Not listedUnlisted sources | 47.6 | Not listed | Unlisted sources | |||
| ReasoningWeight 17%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MultimodalWeight 12%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| KnowledgeWeight 12%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| Inst. FollowingWeight 5%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MathWeight 5%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured |
1 of 872 tracked benchmark slots have displayable evidence · bars run 0–100
Coverage detailsHow much of this is verified
Coverage is split by category so a strong number never hides a thin evidence base. Verified means the row is tied to a published source; provisional rows remain visible but separate.
- AgenticNot measured
- CodingNot measured
- ReasoningNot measured
- MultimodalNot measured
- KnowledgeNot measured
- MultilingualNot measured
- Inst. FollowingNot measured
- MathNot measured
Benchmark ledger
External signals opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
External signals1 row
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| BabaIsBenchBabaIsBench (Baba Is You intro levels, pass@1) | Score54% | Versus best verified row Best verified: Claude Opus 5 · 100% | Gap46 behind | WeightDisplay only | Benchmark exact |
Bars run 0–100; the dark tick marks the best source-verified value
All 1 rowsLineage
The sequence follows explicit supersedes links. Each score is estimated for that model; a relative can inform a sparse estimate but never sets a floor, so a newer release can score below an earlier one. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Instruct
Hy3 Preview · 52.8Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- Not published
- Context window
- 256K
- Maximum output
- Not sourced yet
- Knowledge cutoff
- Not sourced yet
- Input modalities
- Not sourced yet
- Output modalities
- Not sourced yet
- Parameters
- Not sourced yet
- Availability
- Not sourced yet
- Cloud regions
- Not tracked yet
- Lifecycle
- Superseded
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Not documented in the pricing record
- Self-host
- Hy3 needs ~320GB VRAM (4× NVIDIA H100 (80GB)).
- Rate limits
- Not tracked yet
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
We track Hy3, but the public leaderboard excludes this profile until enough non-generated benchmark coverage is available. Only published rows appear above.
Hy3 is a open weight model with a 256K context window. It uses an explicit reasoning mode, which can improve complex problem solving while adding latency and token use.
Tracked from Tencent's tencent/Hy3 Hugging Face model card. Tencent describes Hy3 as a 295B-total-parameter MoE with 21B active parameters, 3.8B MTP layer parameters, Apache-2.0 weights, and 256K context. The model card's benchmark appendix is rendered as an image in the reviewed public page, so BenchLM keeps scored benchmark fields empty until exact text-published values are available.
Hy3 sits in the Hy3 family with Hy3 Preview. Its explicit predecessor is Hy3 Preview. 1 of 872 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Its strongest eligible category is Coding at #55, while its lowest eligible position is Agentic at #79. particularly well-suited for software development and code generation tasks.
Last updated November 10, 2026. Runtime fields remain blank until a sourced snapshot exists.
Deployment options
Self-host and provider-specific paths stay separate from benchmark evidence so operating constraints are visible before a score becomes the whole decision.
Where to run Hy3 by API
2 hosts publish a per-token price for it. OpenRouter has the lowest output rate, $0.33 per million tokens. Prices read from each host’s own pages on October 20, 2026.
| Host | Input /1M | Output /1M | Cached /1M | Context |
|---|---|---|---|---|
| OpenRouter | $0.083 | $0.33 | $0.021 | 262K |
| Novita AI | $0.14 | $0.58 | $0.035 | 262K |
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
Ask your AI, from current BenchLM data
Where does Hy3 rank right now, and what does it cost?
Questions
How does Hy3 perform overall in AI benchmarks?
Hy3 has 1 source-displayable benchmark rows, but it does not qualify for a public overall rank. The available rows remain visible by category without being converted into a site-wide score. Missing evidence stays blank instead of being estimated from an earlier model.
Is Hy3 open source?
Hy3 is an open-weight model from Tencent. Its weights can be downloaded for local or hosted deployment, subject to the published license. Open weight does not automatically mean open source: training data and training code may remain private, and commercial restrictions can still apply.
Which sibling models are related to Hy3?
Hy3 belongs to the Hy3 family. Related tracked variants include Hy3 Preview. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.
Does Hy3 have full benchmark coverage on BenchLM?
No. Hy3 currently has 11 source-displayable rows. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of Hy3?
Hy3 has a reported context window of 256K in the exact-model catalog record. The value stays visible, but the profile marks its source link as unavailable instead of presenting it as directly documented. Maximum output length remains separate because providers often publish a different limit.