Claude Haiku 5.5 vs Ling 3.1 Flash

Change models
Ling 3.1 FlashInclusionAI
IndexAll categories, out of 100.
66.3 ±2.8
67.0 ±7.2 best
GapIndex points below the top.
−0.7 · no clear gap
Top
CoverageIndex weight that has results.
95% best
70%
SpeedOutput tokens per second.
159/s best
81/s
EloLMArena rating and rank.
1399
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ReleasedMonth of release.
2026-10
2026-09
Input / 1MUS dollars per 1M input tokens.
$0.10
$0.045 best
Output / 1MUS dollars per 1M output tokens.
$0.50
$0.135 best
Batch output / 1MBatch price per 1M output tokens.
$0.25
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1K chats2K tokens in, 500 out, each.
$0.45
$0.158 best
1K documents20K tokens in, 1K out, each.
$2.50
$1.04 best
1K agent tasks200K tokens in, 20K out, each.
$30.00
$11.70 best
ContextMaximum tokens in one request.
1M
1M
AgenticMulti-step tasks with tools.
68.5 best
66.5
CodingCode writing and repair.
70.8 best
66.7
ReasoningLogic problems and puzzles.
67.9 best
67.8
MultimodalTasks with images and text.
59.5
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KnowledgeFacts and expert knowledge.
54.4
70.2 best
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
37.2
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MathMath problems.
68.2
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Benchmarks

5 shared
Only Claude Haiku 5.5: 80Only Ling 3.1 Flash: 13
Claude Haiku 5.5
Ling 3.1 Flash
44.4% best28 / 222
39.4%50 / 222
82.7%23 / 217
83.0% best18 / 217
18.9% best33 / 214
18.0%35 / 214
56.0% best15 / 133
55.9%16 / 133
55.0% best29 / 114
54.1%36 / 114