LLMcompare

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A · open · Other

Hy3

Tencent

B · closed · Other

Mercury 2

Inception Labs

10:0

overall capability wins (0 ties across 10 scored). Hy3 leads overall.

  • Reasoning5:0
  • Coding3:0
  • Tool use1:0
  • Composite indices2:0
  • Pricing3:0
  • Specs1:0

Verdict

Hy3 leads coding (widest gap: +346.0 on WebDev Elo); Hy3 offers ~2.0x larger context (256K vs 128K); Hy3 ships open weights (Apache 2.0).

  • Hy3 leads coding (widest gap: +346.0 on WebDev Elo)
  • Hy3 offers ~2.0x larger context (256K vs 128K)
  • Hy3 ships open weights (Apache 2.0)
  • Hy3 is ~1.6x cheaper on a blended token basis than Mercury 2

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Hy3
$0.26
Mercury 2
$0.44

Hy3 is about 1.7x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Tencent

Inception Labs

Family

Other

Other

License

Apache 2.0

Proprietary

Open weights

Yes

No

Release

Jul 6, 2026

Sep 1, 2026

Knowledge cutoff

-

-

API / provider

Tencent Cloud TokenHub

Inception Labs

Modalities

text → text

text → text

Specs

Context window

256K

128K

A +128K

Max output

-

-

—

Parameters

295B (21B act.)

—

—

Pricing

Input $/1M

$0.13

$0.25

A +$0.12

Output $/1M

$0.53

$0.75

A +$0.22

Blended $/1M (3∶1)

$0.23

$0.38

A +$0.14

Speed

tok/s

-

-

—

TTFT (s)

-

-

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

89.7

77.0

A +12.7 pts

Humanity's Last Exam

33.5

17.1

A +16.4 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

32.0

21.2

A +10.8 pts

AA-LCR v1.1

79.0

43.7

A +35.3 pts

CritPt

4.9

0.8

A +4.1 pts

MMMU-Pro

—

—

—

IFBench

—

69.8

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

64.4

27.3

A +37.1 pts

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

48.6

37.7

A +10.9 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,513

1,167

A +346 Elo

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,456

—

—

Hy3

Context
256K
Parameters
295B (21B act.)
Price
$0.13 / $0.53
Speed
—
Modalities
text → text
License
Apache 2.0

Tencent's July 2026 general-availability Hunyuan 3 release (295B/21B-active MoE, Apache 2.0) succeeding the April 2026 Hy3 preview with expanded post-training on feedback from 50+ products.

Mercury 2

Context
128K
Parameters
—
Price
$0.25 / $0.75
Speed
—
Modalities
text → text
License
Proprietary

Inception Labs' diffusion-based (non-autoregressive) reasoning LLM, API-only with a 128K context window and high-throughput inference on Blackwell GPUs.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: A +12.7HLE: A +16.4CritPt: A +4.1AA-LCR: A +35.3Omniscience Acc.: A +10.8

Coding

TermBench: A +37.1SciCode: A +10.9WebDev Elo: A +346

Tool use & function calling

τ³-Banking: A +13.4

Composite indices

AA Index: A +14.3AA Index v4.3: A +14.3

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