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GLM-5.1 vs Qwen2.5 Instruct 72B

Z.ai · released

Wins 5 of 5 areas

Coding · Reasoning · Facts · Long documents · Following instructions

Alibaba · released

Wins 0 of 5 areas

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GLM-5.1 is the stronger all-rounder.Qwen2.5 Instruct 72B is cheaper.

Scores updated · 16 tests both models report · How we compare

Where each one wins

Tests won in each of the five areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.

Long documents and following instructions rest on a single test each.

What it costs

Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.

GLM-5.1$1.38 to read · $4.40 to write$5.78Price from Artificial Analysis
Qwen2.5 Instruct 72B$0.47 to read · $0.49 to write$0.97Price from Artificial Analysis

Qwen2.5 Instruct 72B costs 83% less for the same work.

The biggest differences

The tests each model wins by the widest margin, up to three each. Scores are out of 100.

Where GLM-5.1 pulls ahead

  • Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+55.6points aheadGLM-5.170.1Qwen2.5 Instruct 72B14.5
  • Reasons across sets of long documentsAA-LCR+53.7points aheadGLM-5.173.7Qwen2.5 Instruct 72B20
  • Fixes real GitHub issues in Python projectsSWE-bench Verified+52.4points aheadGLM-5.176.2Qwen2.5 Instruct 72B23.8

Where Qwen2.5 Instruct 72B pulls ahead

No clear win on a test scored out of 100.

Every test, side by side

All 16 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingGLM-5.1

Full coding ranking

ReasoningGLM-5.1

Full reasoning ranking

FactsGLM-5.1

Full facts ranking

Long documentsGLM-5.1
  • AA-LCRGLM-5.1 by 53.773.720+53.7

Full long documents ranking

Following instructionsGLM-5.1
  • IFBenchGLM-5.1 by 39.476.336.9+39.4

Full following instructions ranking

Other results6 tests, not counted

Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.

Questions people ask

Which is better, GLM-5.1 or Qwen2.5 Instruct 72B?

GLM-5.1 wins all five areas where both have results: coding, reasoning, facts, long documents and following instructions. Qwen2.5 Instruct 72B wins none, but costs 83% less.

Which is better for coding?

GLM-5.1. It wins 3 of the 3 coding tests both models report; Qwen2.5 Instruct 72B wins none.

Which is cheaper?

GLM-5.1 costs $1.38 per million input tokens and $4.40 per million output tokens; Qwen2.5 Instruct 72B costs $0.47 and $0.49. That makes Qwen2.5 Instruct 72B about 83% cheaper for the same work.

How do you compare the two?

We use the 16 benchmark tests both models have published scores on. The verdict counts the 10 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 6 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.