Which is better: Claude Sonnet 5.5 or Ling 3.1 Flash?

Verdict: Claude Sonnet 5.5 ranks higher (#3 vs #25) and wins 2 of 2 shared benchmarks. AskClash compares Claude Sonnet 5.5 and Ling 3.1 Flash 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.

How do Claude Sonnet 5.5 and Ling 3.1 Flash compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both Claude Sonnet 5.5 and Ling 3.1 Flash when publicly disclosed.

LLM Comparison

Claude Sonnet 5.5 vs Ling 3.1 Flash: benchmark scores, pricing & comparison.

Side-by-side Claude Sonnet 5.5 vs Ling 3.1 Flash 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.

Verdict: Claude Sonnet 5.5 ranks higher (#3 vs #25) and wins 2 of 2 shared benchmarks.

Open live leaderboard Claude Sonnet 5.5 model page Ling 3.1 Flash model page

Rank #3 vs #25AskClash overall scores 76.4 vs 57.5.

Pricing $2.00/$10.0 vs —/—Input and output token prices per 1M tokens when published.

Proprietary vs Open WeightAnthropic vs InclusionAI.

Claude Sonnet 5.5 vs Ling 3.1 Flash benchmark comparison

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

Metric	Claude Sonnet 5.5	Ling 3.1 Flash
Overall Score	76.4	57.5
Leaderboard Rank	#3	#25
ACB	76.6	—
HLE	64.5	37.4
SWE-Pro	81.3	—
Terminal-Bench	63.6	—
DeepSWE	71.0	—
GDPval-AA	1844.2	1617.9
MCP Atlas	—	83.0
Finance Agent	58.1	—
Input Price (per 1M tokens)	$2.00	—
Output Price (per 1M tokens)	$10.0	—
Context Window	1M	262K
Benchmarks Published	10	6

Claude Sonnet 5.5 vs Ling 3.1 Flash head-to-head charts

Claude Sonnet 5.5 leads 3 and Ling 3.1 Flash leads 0 of 3 shared benchmarks. Charts show only benchmarks both models publish.

Claude Sonnet 5.5Ling 3.1 Flash

Overall

76.4Claude Sonnet 5.5

57.5Ling 3.1 Flash

HLE

64.5Claude Sonnet 5.5

37.4Ling 3.1 Flash

GDPval-AA

1844.2Claude Sonnet 5.5

1617.9Ling 3.1 Flash

Claude Sonnet 5.5

Input$2.00

Output$10.0

Workload$4.00

Context1M

Ling 3.1 Flash

Input—

Output—

Workload—

Context262K

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

More Claude Sonnet 5.5 and Ling 3.1 Flash comparisons

Explore how Claude Sonnet 5.5 and Ling 3.1 Flash stack up against other top-ranked LLMs.

Claude Opus 5.5 vs Claude Sonnet 5.5 Claude Opus 5.5 vs Ling 3.1 Flash Claude Fable 5.1 vs Claude Sonnet 5.5 Claude Fable 5.1 vs Ling 3.1 Flash Claude Sonnet 5.5 vs Claude Opus 5 Claude Opus 5 vs Ling 3.1 Flash Claude Sonnet 5.5 vs Claude Fable 5 Claude Fable 5 vs Ling 3.1 Flash Claude Sonnet 5.5 vs Gemini 4 Argon Gemini 4 Argon vs Ling 3.1 Flash

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.