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Model comparison

Cohere Transcribe 03-2026 vs DeepSeek V4 Flash Base

Updated August 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.

Cohere Transcribe 03-2026

Cohere

—

Evidence status unavailable

90% interval unavailable

DeepSeek V4 Flash Base

DeepSeek

—

Evidence status unavailable

90% interval unavailable

The public evidence has no benchmark result shared by both models, so it does not support a quality verdict. Use the documented cost, context, and runtime rows instead.

0 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.

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.

No workload recommendation clears the current evidence threshold.

Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.

Show secondary and unsupported calls

  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    No shared weighted benchmark basis supports a winner.

    Confidence: limited

  • Agentic work

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

    Not enough matched evidence

    No shared weighted benchmark basis supports a winner.

    Confidence: limited

  • Long documents

    Prompts that approach the documented context limit

    Not enough matched evidence

    A complete context comparison is not sourced.

    Confidence: limited

  • Chat turn cost

    1K fresh input + 500 output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

  • Cache-heavy agent loop cost

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

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

  • Repository review cost

    50K fresh input + 3K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

What is actually comparable

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

Shared results
0
Cohere Transcribe 03-2026 only
0
DeepSeek V4 Flash Base only
24
Like-for-like categories
0 / 8

Category results, on a stated basis

Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.

Agentic

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

Coding

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

Reasoning

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
44.7
Weighted basis
0 vs 1 rows
Reading
Not comparable

Knowledge

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
56.4
Weighted basis
0 vs 3 rows
Reading
Not comparable

Math

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

Multilingual

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

Multimodal

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

Instruction following

Not comparable
Cohere Transcribe 03-2026
Not measured
DeepSeek V4 Flash Base
Not measured
Weighted basis
0 vs 0 rows
Reading
Not comparable

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.

A shared-evidence shape is not available.

BenchLM does not draw a radar or infer missing axes when the matched evidence is too sparse.

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

Cohere Transcribe 03-2026
API rate not published
Fit state unavailable
DeepSeek V4 Flash Base
API rate not published
Fits in one request

Cohere Transcribe 03-2026 has no comparable published API token rate. DeepSeek V4 Flash Base has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Cohere Transcribe 03-2026
API rate not published
Fit state unavailable
DeepSeek V4 Flash Base
API rate not published
Fits in one request

Cohere Transcribe 03-2026 has no comparable published API token rate. DeepSeek V4 Flash Base has no comparable published API token rate.

Cache-heavy agent loop

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

Cohere Transcribe 03-2026
API rate not published
Fit state unavailable
Cached-input rate unavailable
DeepSeek V4 Flash Base
API rate not published
Fits in one request
Cached-input rate unavailable

Cohere Transcribe 03-2026 has no comparable published API token rate. DeepSeek V4 Flash Base has no comparable published API token rate.

Specification differences

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

Context window

Maximum documented context; output-token limits may be lower.

Cohere Transcribe 03-2026

N/A

DeepSeek V4 Flash Base

1M

DeepSeek V4 Flash model card

API model ID

Cohere Transcribe 03-2026

CohereLabs/cohere-transcribe-03-2026

Cohere model documentation

DeepSeek V4 Flash Base

Not sourced

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Cohere Transcribe 03-2026

No comparable hosted API rate

Cohere model documentation

DeepSeek V4 Flash Base

No comparable hosted API rate

Reasoning profile

Cohere Transcribe 03-2026

Non-Reasoning

DeepSeek V4 Flash Base

Non-Reasoning

Weight access

Cohere Transcribe 03-2026

Open Weight

DeepSeek V4 Flash Base

Open Weight

License

Cohere Transcribe 03-2026

Open Weight

DeepSeek V4 Flash Base

Open Weight

Release date

Cohere Transcribe 03-2026

Not sourced

DeepSeek V4 Flash Base

2026-04-24

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
The public evidence has no benchmark result shared by both models, so it does not support a quality verdict.
Workload cost
A complete comparable API-rate estimate is not available for both models.
Context tradeoff
A complete documented context comparison is not available.

Run the same representative tasks against both endpoints before changing production traffic.

Benchmark evidence

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

Browse raw public benchmark evidence24 rows

Coding

  • BigCodeBench

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base56.8%
    Source

    Not directly comparable

  • HumanEval

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base69.5%
    Source

    Not directly comparable

Reasoning

  • BBH

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base86.9%
    Source

    Not directly comparable

  • DROP

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base88.6%
    Source

    Not directly comparable

  • HellaSwag

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base85.7%
    Source

    Not directly comparable

  • WinoGrande

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base79.5%
    Source

    Not directly comparable

  • CLUEWSC

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base82.2%
    Source

    Not directly comparable

  • LongBench v2

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base44.7%
    Source

    Not directly comparable

Knowledge

  • AGIEval

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base82.6%
    Source

    Not directly comparable

  • MMLU

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base88.7%
    Source

    Not directly comparable

  • MMLU-Redux

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base89.4%
    Source

    Not directly comparable

  • MMLU-Pro

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base68.3%
    Source

    Not directly comparable

  • MMMLU

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base88.8%
    Source

    Not directly comparable

  • C-Eval

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base92.1%
    Source

    Not directly comparable

  • CMMLU

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base90.4%
    Source

    Not directly comparable

  • MultiLoKo

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base42.2%
    Source

    Not directly comparable

  • SimpleQA

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base30.1%
    Source

    Not directly comparable

  • SuperGPQA

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base46.5%
    Source

    Not directly comparable

  • FACTS Parametric

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base33.9%
    Source

    Not directly comparable

  • TriviaQA

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base82.8%
    Source

    Not directly comparable

Math

  • GSM8K

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base90.8%
    Source

    Not directly comparable

  • MATH

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base57.4%
    Source

    Not directly comparable

  • CMath

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base93.6%
    Source

    Not directly comparable

Multilingual

  • MGSM

    Cohere Transcribe 03-2026—
    DeepSeek V4 Flash Base85.7%
    Source

    Not directly comparable

Frequently asked questions

Which is better, Cohere Transcribe 03-2026 or DeepSeek V4 Flash Base?

The public evidence has no benchmark result shared by both models, so it does not support a quality verdict. The page therefore keeps the decision tied to the specific documented workload.

Which is better for coding, Cohere Transcribe 03-2026 or DeepSeek V4 Flash Base?

The published evidence does not provide a shared weighted coding basis for both models, so BenchLM does not name a coding winner.

Which is better for agentic tasks, Cohere Transcribe 03-2026 or DeepSeek V4 Flash Base?

The published evidence does not provide a shared weighted agentic tasks basis for both models, so BenchLM does not name a agentic tasks winner.

Which costs less, Cohere Transcribe 03-2026 or DeepSeek V4 Flash Base?

Both models do not have comparable published API token rates, so this page does not name a universal price winner.

Which has the larger context window, Cohere Transcribe 03-2026 or DeepSeek V4 Flash Base?

A complete documented context-window comparison is not available.

Related comparisons

Compare API pricing Read the methodology Open the model selector

Last updated August 4, 2026

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