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 out of 100.52.5 ±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

The index is a score out of 100. The ± range shows how much it can change. A free tier is available.

CapabilitiesScore per category, out of 100.

Out of 100
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 as a score out of 100.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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