Ling 3.0 Flash VL

Ling 3.0 Flash VL is a reasoning model from InclusionAI in the Ling 3.0 family. 9 benchmarks count toward its score, in 5 categories.

availableShows if the model has enough results for an index.
IndexOverall score. 50 is the middle.52.5 ±7.4
CoverageShare of the index weight with results.80%
SpeedOutput tokens per second.15/s
Input / 1MUS dollars per 1M input tokens.$0.06
Output / 1MUS dollars per 1M output tokens.$0.18
ContextMaximum tokens in one request.131K
EloLMArena rating and rank.N/A

50 is the middle of the board. The range shows the doubt in the index. A free tier is available.

CapabilitiesScore per category. 50 is the middle.

50 is the middle
AgenticMulti-step tasks with tools.
60.5
CodingCode writing and repair.
54.2
ReasoningLogic problems and puzzles.
52.5
MultimodalTasks with images and text.
63.6
KnowledgeFacts and expert knowledge.
47.5
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
N/A
MathMath problems.
N/A

Results

9 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result on the index scale.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
Artificial Analysis GPQA DiamondKnowledge86.2%56.9Artificial Analysis
Artificial Analysis MMMU-ProMultimodal79.0%63.6Artificial Analysis
Artificial Analysis Long Context ReasoningReasoning78.3%62.4Artificial Analysis
Artificial Analysis SciCodeCoding44.2%54.2Artificial Analysis
GDPval-AA normalizedAgentic32.5%60.5Artificial Analysis
Artificial Analysis Intelligence IndexKnowledge24.6%53.1Artificial Analysis
Artificial Analysis Humanity's Last ExamKnowledge22.0%48.4Artificial Analysis
Artificial Analysis Omniscience AccuracyKnowledge14.4%31.7Artificial Analysis
Critical Physics TasksReasoning2.0%42.6Artificial Analysis

9 benchmarks count, from 9 of 9 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsOpenRouter, collected directlyNo licence stated

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