Llama 4 Scout 17b 16e Instruct.
A model-level benchmark profile for Llama 4 Scout 17b 16e Instruct, combining Arena category ranks, suite indexes, commercial price and speed data, SWE-bench status, and lab context.
Lab
Meta
Proprietary
Coverage
22%
2 of 9 tracked signals
Best Arena rank
#95
Vision Arena
Best suite
#209
Long context / 65
Model profile
Benchmark signal map.
This view treats missing values as coverage gaps, then puts every available score, rank, cost, and speed signal into the same visual hierarchy.
Analyst view
Llama 4 Scout 17b 16e Instruct is strongest on long context.
Its best composite result is rank #209 in the long context view, with a 65 context proxy. The strongest raw Arena signal is Vision Arena at rank #95 with 6,498 public votes.
Best current lane
Long context
#209 / 65 context proxy
Strongest raw signal
Vision
#95, 1128 score
Commercial posture
No price match
Artificial Analysis row not matched
Coverage gaps
Profile completeness
2 of 9 signals matched
Arena categories
2/5
Vision, Text
Commercial match
Missing
No Artificial Analysis match
SWE-bench
Not listed
No confident software benchmark row
Raw identifier
llama-4-scout-17b-16e-instruct
Performance cockpit
Public benchmark scores
Arena rows show score, public rank, confidence interval, vote count, and publish date. Missing rows stay visible as coverage gaps.
Text Arena
Arena category
1318-1327 CI
WebDev Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
Vision Arena
Arena category
1118-1137 CI
Search Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
Document Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
SWE-bench Verified
Software issue resolution
Not listed
No confident SWE-bench row matched to this model.
Coverage gap
Cost and speed
Commercial profile
Price, latency, and throughput are only shown when a confident commercial source row is matched.
Blended price
Not listed
USD / 1M tokens
Input price
Not listed
USD / 1M input tokens
Output price
Not listed
USD / 1M output tokens
Latency
Not listed
Median time to first token
Output speed
Not listed
Median generation speed
Matched source row
Not listed
Suite position
Composite ranks by benchmark lens.
These views combine available public signals into purpose-specific indexes. A missing card means the model lacks enough source coverage for that lens.
Value
Quality, price, latency, and output speed
Not listed
Not enough matched source rows for this composite view.
Coding
Code Arena, SWE-bench, and output speed
Not listed
Not enough matched source rows for this composite view.
Agents
Search, documents, code, and latency
Not listed
Not enough matched source rows for this composite view.
Reasoning
Text, documents, vision, and mode signal
reasoning proxy
Long context
Document, search, and text benchmark proxy
context proxy
Lab context
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