LocalsOnlyevaluationsHow to read this
← Model evidence

LocalsOnly · measured2026-09-29

GPQA Diamond

Diamond · version 1.0 · 198 tasks. Compare only matched task sets and protocols.

GLM-5.3-Flash · EXL3 TR3 4bpw · 2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total · vllm

Needs two desk boxes: DGX Spark (serve head) + ASUS GX10 (tensor-parallel worker), 128GB each.

● Tested by LocalsOnly
Download weights · Mia-AiLab/GLM-5.3-Flash-EXL3-TR3-4bpw @ 25a44fdb ↗Serve recipe · MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks@f4970207 ↗
WALL-CLOCK TIME38.5 h
INPUT TOKENS7,468,272

Recorded effort for this run. Wall time and token counts are not a dollar cost; hardware power and utilization also matter.

Reported score85.9%170 of 198 tasks passed
Throughput16.1 t/s

Tokens per second · see measurement basis

Concurrency1

As recorded on this receipt

0 infrastructure outcomes are recorded. Failure counts may overlap with task outcomes.
Read before comparing
  • Weights are Mia-AiLab EXL3 TR3 4bpw (community quant) with a DFlash2 speculator, not Z.ai's official weights.
  • Server-default sampling: no harness overrides (generation_config temp 1.0 / top_p 0.95; thinking on, default reasoning effort).
  • Context capped at 100,000 tokens (serve max_model_len). Flash-Next GPQA used 65,536 and DeepSeek V4 Flash 32,768; not binding on prompts of roughly 1–3k tokens.
  • Harbor terminus-2 agentic harness (writes /app/answer.txt, max_turns=50), not a one-shot multiple-choice prompt.
  • Timeout errors count as 0: 23 AgentTimeoutErrors (3600 s each), of which 20 scored 0 and 3 had already written a correct answer and scored 1. Flash-Next had 14 timeouts and DeepSeek V4 Flash 43 under the same rule.
  • Hung trials: tasks 48 and 94 produced no model output at all and sat for the full 3600 s before timing out; both scored 0.
  • Z.ai publishes no GPQA Diamond number for GLM-5.3-Flash; no vendor cite is compared here.
  • Needs two desk boxes: serve head DGX Spark spark-5c2f + tensor-parallel worker ASUS GX10 gx10-e789 (2× GB10, 256GB total). Not a single 128GB desk box.

Reported category outcomes

Each category keeps its own recorded denominator. Some categories exclude unscored trials. Mean reward, when present, is partial credit.

gpqa-diamond
85.9%
170 / 19885.9% passed · mean reward 85.9%
Run configuration & provenance +
Context
100,000
Temperature
Not recorded
Wall time
2312.2 minutes
Revision
25a44fdbf16862a46b7cc9921142c6c81350af2f
Reasoning
thinking on · server-default reasoning effort (not passed by harness)
Agent version
Not reported
Output token limit
Not reported
Dataset revision
harbor gpqa-diamond@1.0 (198 tasks) · harbor-datasets 1983ac5c4d43f43cb7a9af9f89c54d09025589ec
Harness host
mac
Model host
2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total
Input tokens
7,468,272
Output tokens
2,230,401
Cached input tokens
0
Agent turn / step limit
50
Concurrency
1
Weight file size
175.72 GB

Throughput measurement: Harbor job n_output_tokens / job wall seconds (2230401 / 138733 s), the same method as the DeepSeek V4 Flash GPQA receipt. End-to-end agent throughput including the 23 x 3600 s timeout waits; not decode-only.

Harbor terminus-2 on Kris Mac mini (docker) → vLLM OpenAI-compat [local endpoint] (GLM-5.3-Flash-EXL3, thinking on, max_turns=50). Two-box serve: DGX Spark spark-5c2f head + ASUS GX10 gx10-e789 TP worker (2× GB10 · 256GB total). vLLM EXL3 4bpw, TP=2, fp8 KV cache, DFlash2 speculator (k=7), max_model_len 100000, server-default sampling. Job gpqa-mac-dgx-glm53flash-20260928a. Dataset gpqa-diamond@1.0.

Run ID: measured-2x-gb10-glm53flash-exl3-4bpw-gpqa-diamond-1.0-2026-09-29
Tasks

Task explorer

Passed tasks first, then other outcomes grouped by recorded issue. Use the filters to inspect a particular outcome.

198 task records
170 Passed28 Not passed

All 198 recorded tasks, before filters or pagination. 25 of 198 matching tasks shown below. Recorded issues can also occur on scored tasks.

PassedTask ID 0+

Task ID: 0
Recorded name: 0

Reward: 1

Tokens in / out: 2,343 / 1,106

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 1+

Task ID: 1
Recorded name: 1

Reward: 1

Tokens in / out: 2,364 / 1,652

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 2+

Task ID: 2
Recorded name: 2

Reward: 1

Tokens in / out: 2,332 / 778

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 3+

Task ID: 3
Recorded name: 3

Reward: 1

Tokens in / out: 2,343 / 957

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 4+

Task ID: 4
Recorded name: 4

Reward: 1

Tokens in / out: 2,702 / 1,107

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 5+

Task ID: 5
Recorded name: 5

Reward: 1

Tokens in / out: 2,485 / 1,119

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 6+

Task ID: 6
Recorded name: 6

Reward: 1

Tokens in / out: 2,339 / 2,101

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 7+

Task ID: 7
Recorded name: 7

Reward: 1

Tokens in / out: 2,932 / 7,294

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 9+

Task ID: 9
Recorded name: 9

Reward: 1

Tokens in / out: 3,690 / 967

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 11+

Task ID: 11
Recorded name: 11

Reward: 1

Tokens in / out: 2,315 / 1,698

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 14+

Task ID: 14
Recorded name: 14

Reward: 1

Tokens in / out: 2,656 / 838

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 16+

Task ID: 16
Recorded name: 16

Reward: 1

Tokens in / out: 2,342 / 885

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 18+

Task ID: 18
Recorded name: 18

Reward: 1

Tokens in / out: 3,070 / 17,478

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 19+

Task ID: 19
Recorded name: 19

Reward: 1

Tokens in / out: 2,419 / 1,050

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 20+

Task ID: 20
Recorded name: 20

Reward: 1

Tokens in / out: 2,538 / 5,920

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 21+

Task ID: 21
Recorded name: 21

Reward: 1

Tokens in / out: 2,222 / 4,337

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 22+

Task ID: 22
Recorded name: 22

Reward: 1

Tokens in / out: 2,579 / 15,463

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 23+

Task ID: 23
Recorded name: 23

Reward: 1

Tokens in / out: 2,509 / 7,880

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 24+

Task ID: 24
Recorded name: 24

Reward: 1

Tokens in / out: 2,718 / 5,856

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 25+

Task ID: 25
Recorded name: 25

Reward: 1

Tokens in / out: 2,835 / 9,441

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 26+

Task ID: 26
Recorded name: 26

Reward: 1

Tokens in / out: 2,382 / 996

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 27+

Task ID: 27
Recorded name: 27

Reward: 1

Tokens in / out: 127,878 / 40,677

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 28+

Task ID: 28
Recorded name: 28

Reward: 1

Tokens in / out: 7,514 / 5,832

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 29+

Task ID: 29
Recorded name: 29

Reward: 1

Tokens in / out: 2,302 / 8,789

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
PassedTask ID 30+

Task ID: 30
Recorded name: 30

Reward: 1

Tokens in / out: 2,327 / 9,485

Recorded issue: No failure explanation in this task record.

The receipt contains outcome metadata. Full prompts and execution transcripts are not included in this view.
Showing 25 of 198 tasks