Ling 3.0 Flash FP8

Ling 3.0 Flash FP8 is a reasoning model from InclusionAI in the Ling 3.0 family. 12 benchmarks count toward its score, in 5 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.51.0 ±7.2
CoverageShare of the index weight with results.75%
SpeedOutput tokens per second.
Input / 1MUS dollars per 1M input tokens.N/A
Output / 1MUS dollars per 1M output tokens.N/A
ContextMaximum tokens in one request.262K
EloLMArena rating and rank.N/A

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

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
54.3
CodingCode writing and repair.
52.0
ReasoningLogic problems and puzzles.
50.3
MultimodalTasks with images and text.
N/A
KnowledgeFacts and expert knowledge.
50.4
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
51.5
MathMath problems.
N/A

Results

12 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 DiamondKnowledge85.5%56.2Artificial Analysis
Graduate-Level Google-Proof Q&AKnowledge84.0%55.8David Rein et al.
GPQA DiamondKnowledge84.0%55.8David Rein et al.
Instruction Following BenchmarkInstruction73.4%51.5Benchmark authors
Artificial Analysis Long Context ReasoningReasoning73.0%58.7Artificial Analysis
Artificial Analysis Coding IndexCoding50.6%54.7Artificial Analysis
Artificial Analysis SciCodeCoding42.0%51.2Artificial Analysis
Scientific Code BenchmarkCoding40.4%50.3Benchmark authors
Artificial Analysis Intelligence IndexKnowledge24.9%53.6Artificial Analysis
Artificial Analysis Humanity's Last ExamKnowledge23.7%50.3Artificial Analysis
Artificial Analysis Agentic IndexAgentic21.0%54.3Artificial Analysis
Artificial Analysis Omniscience AccuracyKnowledge18.2%36.4Artificial Analysis
Critical Physics TasksReasoning1.7%41.9Artificial Analysis

12 benchmarks count, from 13 of 13 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 authors

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