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A · closed · Other

Hunyuan 3 Preview

Tencent

B · closed · Other

Mercury 2

Inception Labs

8:1

overall capability wins (0 ties across 9 scored). Hunyuan 3 Preview leads overall.

  • Reasoning5:1
  • Coding2:0
  • Pricing3:0
  • Specs1:0

Verdict

Hunyuan 3 Preview leads coding (widest gap: +189.4 on WebDev Elo); Hunyuan 3 Preview offers ~2.0x larger context (262K vs 128K); Hunyuan 3 Preview is ~3.8x cheaper on a blended token basis than Mercury 2.

  • Hunyuan 3 Preview leads coding (widest gap: +189.4 on WebDev Elo)
  • Hunyuan 3 Preview offers ~2.0x larger context (262K vs 128K)
  • Hunyuan 3 Preview is ~3.8x cheaper on a blended token basis than Mercury 2

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Hunyuan 3 Preview
$0.12
Mercury 2
$0.44

Hunyuan 3 Preview is about 3.8x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Tencent

Inception Labs

Family

Other

Other

License

Proprietary

Proprietary

Open weights

No

No

Release

May 20, 2026

Sep 1, 2026

Knowledge cutoff

-

-

API / provider

Tencent

Inception Labs

Modalities

text, image → text

text → text

Specs

Context window

262K

128K

A +134K

Max output

16K

-

—

Parameters

—

—

—

Pricing

Input $/1M

$0.06

$0.25

A +$0.19

Output $/1M

$0.21

$0.75

A +$0.54

Blended $/1M (3∶1)

$0.10

$0.38

A +$0.28

Speed

tok/s

100

-

—

TTFT (s)

0.3

-

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

86.7

77.0

A +9.7 pts

Humanity's Last Exam

27.8

17.1

A +10.7 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

27.9

21.2

A +6.7 pts

AA-LCR v1.1

64.7

43.7

A +21.0 pts

CritPt

4.6

0.8

A +3.8 pts

MMMU-Pro

—

—

—

IFBench

63.1

69.8

B +6.7 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

—

27.3

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

41.2

37.7

A +3.5 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,356

1,167

A +189 Elo

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,413

—

—

Hunyuan 3 Preview

Context
262K / 16K out
Parameters
—
Price
$0.06 / $0.21
Speed
100 tok/s · 0.3s TTFT
Modalities
text, image → text
License
Proprietary

Next-gen Hunyuan preview SKU with long multimodal context and aggressive Flash-like pricing.

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 +9.7HLE: A +10.7CritPt: A +3.8AA-LCR: A +21.0Omniscience Acc.: A +6.7IFBench: B +6.7

Coding

SciCode: A +3.5WebDev Elo: A +189

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