How do GLM-5.3 and Inkling-Small compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both GLM-5.3 and Inkling-Small when publicly disclosed.

LLM Comparison

GLM-5.3 vs Inkling-Small: benchmark scores, pricing & comparison.

Q: Which is better: GLM-5.3 or Inkling-Small?

AskClash compares GLM-5.3 and Inkling-Small side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, AskClash ACB, and context window so you can see which model wins on each benchmark.

Side-by-side GLM-5.3 vs Inkling-Small comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboard GLM-5.3 model page Inkling-Small model page

Rank #3 vs #30AskClash overall scores 81.4 vs 36.6.

Pricing $1.40/$4.40 vs $0.58/$1.44Input and output token prices per 1M tokens when published.

Open Weight vs Open WeightZ.AI vs Thinking Machines Lab.

GLM-5.3 vs Inkling-Small benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

Metric	GLM-5.3	Inkling-Small
Overall Score	81.4	36.6
Leaderboard Rank	#3	#30
ACB	62.2	—
RWT	8.5	—
HLE	62.5	47.8
GPQA	91.7	89.5
IFEval	—	82.2
SWE-bench	—	80.2
Terminal-Bench	88.2	64.7
DeepSWE	69.0	—
GDPval-AA	1769.0	—
MCP Atlas	—	79.6
Finance Agent	—	41.3
CharXiv	—	81.3
MMMU-Pro	—	74.0
ARC-AGI 2	—	40.1
Input Price (per 1M tokens)	$1.40	$0.58
Output Price (per 1M tokens)	$4.40	$1.44
Context Window	1M	1M
Benchmarks Published	7	10

GLM-5.3 vs Inkling-Small head-to-head charts

GLM-5.3 leads 4 and Inkling-Small leads 0 of 4 shared benchmarks. Inkling-Small is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

GLM-5.3Inkling-Small

Overall

81.4GLM-5.3

36.6Inkling-Small

HLE

62.5GLM-5.3

47.8Inkling-Small

GPQA

91.7GLM-5.3

89.5Inkling-Small

Terminal-Bench

88.2GLM-5.3

64.7Inkling-Small

GLM-5.3

Input$1.40

Output$4.40

Workload$2.28

Context1M

Inkling-Small

Input$0.58

Output$1.44

Workload$0.87

Context1M

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More GLM-5.3 and Inkling-Small comparisons

Explore how GLM-5.3 and Inkling-Small stack up against other top-ranked LLMs.

Claude Opus 5 vs GLM-5.3 Claude Opus 5 vs Inkling-Small Claude Fable 5 vs GLM-5.3 Claude Fable 5 vs Inkling-Small GLM-5.3 vs Grok 4.6 Grok 4.6 vs Inkling-Small GLM-5.3 vs GPT-5.6 Sol GPT-5.6 Sol vs Inkling-Small GLM-5.3 vs Kimi K3 Kimi K3 vs Inkling-Small

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.