Release Date: Aug 28, 2026

Developer Tencentย ๐Ÿ‡จ๐Ÿ‡ณ
Context Window 1M
Max Output Tokens 64k
Token Costs (in/out) $0.83/2.50
Weights Open
Input Modalities

Accuracy

55.40 % ยฑ 1.25

Cost / Test (Vals Index)

$ 1.281

Latency

47 min 51 s

Vals Index
BenchmarksAccuracyRankings

0.0%

ยฑ1.25
21/58

0.0%

ยฑ4.27
7/61

0.0%

ยฑ6.38
18/26

0.0%

ยฑ3.14
24/58

0.0%

ยฑ0.31
14/61

0.0%

ยฑ3.46
10/61

0.0%

ยฑ2.13
37/93

0.0%

ยฑ2.06
35/95

0.0%

ยฑ4.35
8/32

0.0%

ยฑ1.21
4/36

0.0%

ยฑ0.93
7/10

0.0%

ยฑ3.26
11/21

0.0%

ยฑ4.04
17/96

0.0%

ยฑ2.59
6/12

0.0%

ยฑ4.60
10/28

0.0%

ยฑ0.41
46/145

0.0%

ยฑ0.00
16/47

0.0%

ยฑ0.51
22/28

0.0%

ยฑ1.43
22/26
Proprietary BenchmarksAcademic BenchmarksIndustry Partners
Vals
Default Provider : Tencent
Temperature: 0.9
Top P: 1
Top K: Default
Max Output Tokens: 64,000

Updates

Sep 17, 2026

We evaluated Tencentโ€™s open-weight Hy4 Preview across our benchmark suite.

  • #21 of 58 on the Vals Index (55.40%) at $1.28 per test, the #4 open-weight model behind DeepSeek V4.1 Flash, Kimi K3 and GLM 5.3.

  • Best open-weight model weโ€™ve tested on Code Migration (47.43%, #7 of 61, at $3.41 per test versus $24.91 for GLM 5.3), Public Benefits Bench (68.61%, #4 of 36, behind only three Anthropic models) and SRE Bench (2.29%, #7 of 10).

  • Strong on reasoning and legal work: 75.00% on ProofBench v1.1 (#8 of 32), 59.33% on IOI (#10 of 28), 45.19% on Legal Research Bench (#10 of 61) and 9.17% on Harveyโ€™s Legal Agent Benchmark (#13 of 62). Weaker on Terminal-Bench 2.1 (55.06%, #42 of 66), MedCode (43.25%, #37 of 93) and MedScribe (83.60%, #35 of 95).

  • Cost per test is below the board median on nearly every benchmark, skewing higher on benchmarks that involve files. Latency is medium-high for a model of its size and price (measured at low concurrency): closest to peers on math and science, slowest on routine knowledge work such as MedCode, Legal Research and Public Benefits Bench.

Hy4 Preview is a reasoning model with a 1M-token context window and 64k max output tokens, priced at $0.83 per million input tokens and $2.50 per million output tokens. We accessed it through OpenRouter.

Congrats to the Tencent team on the release!