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BenchLM
Data

Gemini 4 Carbon vs Hy4

Updated November 4, 2026. We do not rank this pair: at least one has no public score. Public scores include evidence status and uncertainty.

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Decision reading

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

Model A
Google logo

Google

88.38/100

Estimated · Public rank #1

Conditional range 78.7–98.1

Model B
Tencent logo

Tencent

—

Evidence status unavailable

90% interval unavailable

Shared results
1
Gemini 4 Carbon only
8
Hy4 only
14
Like-for-like categories
0 / 8
Estimated: Gemini 4 Carbon. Conditional ranges do not establish rank confidence.How the comparison works

Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

  • Chat turn cost

    1K fresh input + 500 output tokens

    Hy4

    Hy4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates
  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Hy4

    Hy4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates
Show secondary and unsupported calls
  • Repository review cost

    50K fresh input + 3K output tokens

    Hy4

    Hy4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates
  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    Hy4 is not ranked on the public lane for coding, so no winner is named for coding.

    Confidence: limited
  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    Gemini 4 Carbon and Hy4 are not ranked on the public lane for agentic, so no winner is named for agentic.

    Confidence: limited
  • Long documents

    Prompts that approach the documented context limit

    Not enough matched evidence

    A complete context comparison is not sourced.

    Confidence: limited

Which one for a specific job

Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.

The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.

81.1Gemini 4 Carbon—Hy4

Not comparable · BenchAlign v5.8

The coding row is not comparable on the public lane: at least one model is not measured or not ranked there.

Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.

Same basis rules as the category table below

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

Bars run 0–100 on each benchmark’s normalized display scale

Category results, on a stated basis

Each row shows the public-lane category score for both models: the BenchAlign v5.8 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.

Agentic

Not comparable
Gemini 4 Carbon
Not ranked
Hy4
Not ranked
Basis
BenchAlign v5.8 lane · 4 vs 7 public rows
Reading
Not comparable

Coding

Not comparable
Gemini 4 Carbon
81.1
Supported · #3/156
Hy4
Not ranked
Basis
BenchAlign v5.8 lane · 1 vs 5 public rows
Reading
Not comparable

Reasoning

Not comparable
Gemini 4 Carbon
79.5
Unranked · 2 rankable rows
Hy4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Multimodal

Not comparable
Gemini 4 Carbon
Not ranked
Hy4
Not ranked
Basis
Provisional lane · 0 vs 1 weighted rows
Reading
Not comparable

Knowledge

Not comparable
Gemini 4 Carbon
88.2
Supported · #2/179
Hy4
Not ranked
Basis
BenchAlign v5.8 lane · 0 vs 1 public rows
Reading
Not comparable

Multilingual

Not comparable
Gemini 4 Carbon
Not ranked
Hy4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Instruction following

Not comparable
Gemini 4 Carbon
Not ranked
Hy4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Math

Not comparable
Gemini 4 Carbon
Not ranked
Hy4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.8) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.

Supported evidence per lane · bars run 0–100Methodology

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Gemini 4 Carbon
$0.007
Fit state unavailable
Hy4
$0.00208
Fits in one request

Hy4 has the lower modeled cost

Costs use the listed standard API rates.

Repository review

50K fresh input + 3K output tokens

Gemini 4 Carbon
$0.13
Fit state unavailable
Hy4
$0.0492
Fits in one request

Hy4 has the lower modeled cost

Costs use the listed standard API rates.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Gemini 4 Carbon
$0.16
Fit state unavailable
Hy4
$0.05009
Fits in one request

Hy4 has the lower modeled cost

Costs use the listed standard API rates.

Cached input falls back to the list input rate only where a cached rate is unpublished

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Documented inputs

Gemini 4 Carbon

Not sourced

Hy4

Not sourced

Documented outputs

Gemini 4 Carbon

Not sourced

Hy4

Not sourced

Reasoning profile

Gemini 4 Carbon

Reasoning

Hy4

Reasoning

Weight access

Gemini 4 Carbon

Proprietary

Hy4

Pending

License

Gemini 4 Carbon

Proprietary

Hy4

Pending

Release date

Gemini 4 Carbon

2026-10-28

Hy4

2026-11-04

If you already use one of these models

Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
Workload cost
Repository review: $0.13 vs $0.0492. Cache-heavy agent loop: $0.16 vs $0.05009.
Context tradeoff
A complete documented context comparison is not available.
Run the same representative tasks against both endpoints before changing production traffic.

Questions

Which is better, Gemini 4 Carbon or Hy4?

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.

Which is better for coding, Gemini 4 Carbon or Hy4?

Hy4 is not ranked on the public lane for coding, so no winner is named for coding.

Which is better for agentic tasks, Gemini 4 Carbon or Hy4?

Gemini 4 Carbon and Hy4 are not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.

Which costs less, Gemini 4 Carbon or Hy4?

For the stated presets, chat costs $0.007 on Gemini 4 Carbon and $0.00209 on Hy4; repository review costs $0.13 and $0.0492; the cache-heavy agent loop costs $0.16 and $0.05009. Costs use the listed standard API rates.

Which has the larger context window, Gemini 4 Carbon or Hy4?

A complete documented context-window comparison is not available.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence23 rows

Agentic

  • AutomationBench

    Gemini 4 Carbon53.9%
    Source
    Hy456.2%
    Source

    Hy4 leads this result

  • OSWorld 2.1 Offline

    Gemini 4 Carbon81.5%
    Source
    Hy4—

    Not directly comparable

  • CWE-bench v1

    Gemini 4 Carbon71.0%
    Source
    Hy4—

    Not directly comparable

  • ExploitGym

    Gemini 4 Carbon53.5%
    Source
    Hy4—

    Not directly comparable

  • Terminal-Bench 4.0

    Gemini 4 Carbon—
    Hy444.40%
    Source

    Not directly comparable

  • Terminal-Bench-Science 0.1

    Gemini 4 Carbon—
    Hy419.8%
    Source

    Not directly comparable

  • HLE w/ tools

    Gemini 4 Carbon—
    Hy459.1%
    Source

    Not directly comparable

  • Agents' Last Exam

    Gemini 4 Carbon—
    Hy441.0%
    Source

    Not directly comparable

  • APEX-Agents

    Gemini 4 Carbon—
    Hy475.2%
    Source

    Not directly comparable

  • OSWorld 2.1

    Gemini 4 Carbon—
    Hy478.9%
    Source

    Not directly comparable

Coding

  • FrontierSWE v2

    Gemini 4 Carbon61.2%
    Source
    Hy4—

    Not directly comparable

  • DeepSWE

    Gemini 4 Carbon—
    Hy474.9%
    Source

    Not directly comparable

  • sweMarathon

    Gemini 4 Carbon—
    Hy443.8%
    Source

    Not directly comparable

  • ProgramBench

    Gemini 4 Carbon—
    Hy430.0%
    Source

    Not directly comparable

  • FrontierCode 2.0

    Gemini 4 Carbon—
    Hy431.0%
    Source

    Not directly comparable

  • PostTrainBench v1.2

    Gemini 4 Carbon—
    Hy435.2%
    Source

    Not directly comparable

Reasoning

  • GraphWalks BFS 256K–1M

    Gemini 4 Carbon96.2%
    Source
    Hy4—

    Not directly comparable

Multimodal

  • Chartography (no tools)

    Gemini 4 Carbon72.5%
    Source
    Hy4—

    Not directly comparable

  • Blueprint-Bench 2

    Gemini 4 Carbon58.6%
    Source
    Hy4—

    Not directly comparable

  • MMMU-Pro

    Gemini 4 Carbon—
    Hy478.6%
    Source

    Not directly comparable

  • ZeroBench w/ Python

    Gemini 4 Carbon—
    Hy455.4%
    Source

    Not directly comparable

Knowledge

  • HLE

    Gemini 4 Carbon—
    Hy459.1%
    Source

    Not directly comparable

Instruction following

  • Gray Swan IPI (15 attempts)

    Gemini 4 Carbon0.0%
    Source
    Hy4—

    Not directly comparable

23 public results · 1 shared

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Last updated November 4, 2026