Comparing 2 models

Qwen3.8 27B vs GLM 5.3 Flash

Benchmarks through

Verdict

GLM 5.3 Flash places higher on 3 of the 5 tasks where both are ranked. Qwen3.8 27B costs 1.0x less per input token. GLM 5.3 Flash accepts 1.0x more context.

  • Choose Qwen3.8 27B for Open-Weight LLM for Self-Hosting (#1), High-Volume Extraction (#2).
  • Choose GLM 5.3 Flash for Structured Data Extraction (#4), JSON & Schema Output (#4), Local LLM for Coding (#4).

Built from the published task rankings below; ranks come from each task's own weighted benchmarks, so a win on one task says nothing about another.

metric
Model 1Qwen3.8 27B
Model 2GLM 5.3 Flash
Best for
Best Cheap LLM for High Volume (#1)
High-Volume Extraction (#3)
Provider
qwen
z-ai
Context
1M
1.0MBest
Input / 1M
$0.040Best
$0.041
Output / 1M
$1.35
$0.12Best
Tool use
yesBest
yesBest
Vision
yesBest
yesBest
Reasoning
yesBest
yesBest
Open-weight
yesBest
yesBest
Released
Aug 14, 2026
Aug 26, 2026

Measured head to head

Benchmarks both models were run on

EvaluationQwen3.8 27BGLM 5.3 FlashSource
LiveBench Agentic Coding61.4%56.8%source · 2026-10-18
LiveBench Coding75.7%79.0%source · 2026-10-18
LiveBench Data Analysis76.6%76.4%source · 2026-10-18
LiveBench Instruction Following72.7%52.8%source · 2026-10-18
LiveBench Language74.3%77.3%source · 2026-10-18
LiveBench Math86.2%81.2%source · 2026-10-18
LiveBench Reasoning80.0%77.6%source · 2026-10-18
LMArena Agent-3.8-1.6source · 2026-10-20
LMArena Agent Steerability-3.9-3.4source · 2026-10-20
LMArena Agent Task Outcome-1.53source · 2026-10-20
LMArena Agent Tool Hallucination-0.10.7source · 2026-10-20
LMArena Creative Writing1383 Elo1441 Elosource · 2026-10-20
LMArena Instruction Following1436 Elo1478 Elosource · 2026-10-20
LMArena Long Query1448 Elo1481 Elosource · 2026-10-20
LMArena Math1455 Elo1503 Elosource · 2026-10-20
LMArena Text1437 Elo1475 Elosource · 2026-10-20
LMArena Text Factuality1437 Elo1464 Elosource · 2026-10-20
LMArena Vision1242 Elo1271 Elosource · 2026-10-19
LMArena Vision Diagrams1270 Elo1306 Elosource · 2026-10-19
LMArena Vision OCR1262 Elo1283 Elosource · 2026-10-19
LMArena WebDev1593 Elo1607 Elosource · 2026-10-19
LMArena WebDev Image-to-Web1577 Elo1578 Elosource · 2026-10-19

Values are as published by each evaluator, in its own units; rows from different evaluators are not on a common scale.