LocalsOnlyevaluationsHow to read this

DeepSeek V4 Flash

Setups

Published full-model reference, then measured local recipes.

Recipe by benchmark scores. Published reference is not a rank. Blank cells have no cite.
RecipeGPQATerminalLCBIFBenchAutoVerified
DeepSeek reference / publishedPublished reference—82.7——25.179.0
75.8—90.365.319.364.0

The published full-model reference is the top row — or the dashed gold tick on Graphic — not rank #1. A blank cell, missing tick, or missing bead has no recorded cite. Scores are never invented.

Weight pin not recorded on this receipt. No download URL.

Recipe JSON ↓

ON THIS SETUP · MEASURED BY LOCALSONLY

UD-IQ3_XXS

Local GB10 · 128GB · llama.cpp

5 benchmark results
Coding

LiveCodeBench v6 ↗

Solve programming problems with executable tests.

Scoring & limits

Version 6.0 · 93 tasks

Generated solutions are checked by executable tests. The benchmark version and problem window matter; this is different from maintaining an existing repository.

Test pass rate90.3%84 / 93 passed
Measured · 2026-09-1218.1 t/s generationInspect evidence ↗
Coding

SWE-bench Verified ↗

500 human-verified repository issues. Public-comparable headline for repo software engineering. Agent and harness belong on the cite.

Scoring & limits

swe-bench-verified · 100 tasks

Repository tests verify issue resolution. Task subsets should only be compared when their selection and evaluation protocol match.

Issues resolved64.0%64 / 100 passed
Measured · 2026-09-18Inspect evidence ↗
Instructions

IFBench ↗

Follow verifiable instruction constraints.

Scoring & limits

Loose prompt grading · 300 tasks

This receipt uses loose prompt-level grading. It is not the strict score, and the local and published protocols are not matched.

Loose prompt accuracy65.3%196 / 300 passed
Measured · 2026-09-1218.3 t/s generationInspect evidence ↗
Office & CRM

AutomationBench · local 300 ↗

Sales, marketing, operations, support, finance and HR workflows.

Scoring & limits

Local evaluation · 300 tasks

A workflow is complete only when every assertion passes. Mean reward gives partial credit for progress; it is not the share of jobs finished. Task sets and evaluation budgets can differ between receipts.

Mean reward 42.0% · partial credit, not completed jobs.

Fully completed19.3%58 / 300 completed
Measured · 2026-09-2415.2 t/s generationInspect evidence ↗
Reasoning

GPQA Diamond ↗

Graduate-level science questions.

Scoring & limits

Diamond · version 1.0 · 198 tasks

Credit comes from answering the science question correctly. Multiple-choice accuracy does not establish research or experimental competence.

Answer accuracy75.8%150 / 198 passed
Measured · 2026-09-154.6 t/s generationInspect evidence ↗
From scores to real attemptsAutomationBench · local 300 · follow a pass and a miss

BEYOND THE HEADLINE

What happened across 300 tasks?

Each block represents one recorded task, in receipt order from left to right, then top to bottom. Fill shows the outcome; work-category colors are not used here.

Fully passed58 19.3%
Partial progress105 35.0%
No credit137 45.7%

Tested by LocalsOnly · UD-IQ3_XXS · GB10 · 128GB. Partial progress still requires further work before a task is complete.

Inspect individual task outcomes →
Completed

Priority selection · sales

Completed the recorded checks.

1 / 1 assertions · 23 steps

Follow this exact task ↗
Exact task metadata

sales.priority_selection · ID 4

sales · 1 / 1 assertions · 23 steps / 63 tools · passed

Incomplete

Multi hop lookup · sales

The attempt stopped before completion. The record does not establish why.

0 / 3 assertions · 28 steps

Follow this exact task ↗
Exact task metadata

sales.multi_hop_lookup · ID 1

sales · 0 / 3 assertions · 28 steps / 63 tools · aborted_task

Recipe, sources & reproducibilityExact artifacts and evaluation provenance
Runtime
llama.cpp
Model host
DGX Spark · 128GB
Weight artifact
Not recorded
Weight revision
Not recorded

Context, sampling, harness settings and dataset versions can vary by benchmark. Each evidence link above contains its run-specific configuration.