Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.
Arena text preference / chinesehuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,460.57 rating
Confidence interval: 1,450.95 – 1,470.18
4179 votes
Category
chinese
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,400.10 rating
Confidence interval: 1,394.40 – 1,405.80
17851 votes
Category
coding
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,400.79 rating
Confidence interval: 1,393.98 – 1,407.60
10579 votes
Category
creative_writing
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,413.72 rating
Confidence interval: 1,408.90 – 1,418.53
29517 votes
Category
english
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,402.06 rating
Confidence interval: 1,397.22 – 1,406.90
47942 votes
Category
exclude_ties
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,398.37 rating
Confidence interval: 1,390.20 – 1,406.55
6238 votes
Category
expert
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,423.08 rating
Confidence interval: 1,408.56 – 1,437.61
2105 votes
Category
french
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,429.73 rating
Confidence interval: 1,410.85 – 1,448.61
1047 votes
Category
german
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,407.33 rating
Confidence interval: 1,402.91 – 1,411.76
41597 votes
Category
hard_prompts
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1,403.12 rating
Confidence interval: 1,397.60 – 1,408.65
19983 votes
Category
hard_prompts_english
Evaluated configuration
Gemini 3.1 Flash-Lite Preview
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,385.71 rating
Confidence interval: 1,379.56 – 1,391.87
13681 votes
Category
industry_entertainment_and_sports_and_media
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,418.43 rating
Confidence interval: 1,409.57 – 1,427.29
5023 votes
Category
industry_legal_and_government
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,425.47 rating
Confidence interval: 1,418.96 – 1,431.99
10507 votes
Category
industry_life_and_physical_and_social_science
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,416.93 rating
Confidence interval: 1,406.52 – 1,427.34
3589 votes
Category
industry_mathematical
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,427.75 rating
Confidence interval: 1,418.64 – 1,436.86
4773 votes
Category
industry_medicine_and_healthcare
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,413.09 rating
Confidence interval: 1,408.02 – 1,418.15
25399 votes
Category
industry_software_and_it_services
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,408.14 rating
Confidence interval: 1,402.30 – 1,413.97
15610 votes
Category
industry_writing_and_literature_and_language
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,377.27 rating
Confidence interval: 1,371.95 – 1,382.58
21500 votes
Category
instruction_following
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,412.95 rating
Confidence interval: 1,388.42 – 1,437.48
647 votes
Category
japanese
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,392.45 rating
Confidence interval: 1,373.32 – 1,411.57
1066 votes
Category
korean
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,394.38 rating
Confidence interval: 1,389.20 – 1,399.55
27228 votes
Category
longer_query
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,427.87 rating
Confidence interval: 1,417.80 – 1,437.93
3622 votes
Category
math
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,417.09 rating
Confidence interval: 1,410.65 – 1,423.53
11592 votes
Category
multi_turn
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,410.55 rating
Confidence interval: 1,406.04 – 1,415.05
34711 votes
Category
non_english
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,415.81 rating
Confidence interval: 1,412.20 – 1,419.42
64211 votes
Category
overall
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,442.84 rating
Confidence interval: 1,426.37 – 1,459.31
1267 votes
Category
polish
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,419.75 rating
Confidence interval: 1,412.24 – 1,427.26
7187 votes
Category
russian
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1,421.06 rating
Confidence interval: 1,407.13 – 1,435.00
2010 votes
Category
spanish
Evaluated configuration
gemini-3.1-flash-lite-preview
Evaluation type
human preference
Run it locally
Inference · memory estimate
Gemini 3.1 Flash Lite Preview
Closed weights. No supported local deployment or GPU requirement is published.
API cost
USD / month
Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.
Gemini 3.1 Flash Lite Preview
Capabilities
Context window
1,048,576 tokens
Maximum input
1,048,576 tokens*
Maximum output
65,536 tokens
Reasoning
Yes
Tool calling
Yes
Structured output
Yes*
Open weights
No
Knowledge cutoff
2025-01
API mode
Chat*
Image input
Yes*
PDF input
Yes*
Video input
Yes*
Audio input
Yes*
Audio output
No*
Parallel tool calls
Yes*
Prompt caching
Yes*
System messages
Yes*
Tool choice
Yes*
Web search
Yes*
Model license
Proprietary
Input modalities
text
image
video
audio
pdf
Output modalities
text
System configuration
Detailed specifications
Specifications · 32 fields
cache read input token cost
2.5e-8*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
google maps grounding cost per query
0.014*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per audio token
5.0e-7*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token
2.5e-7*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
litellm provider
vertex_ai-language-models*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max input tokens
1,048,576*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max output tokens
65,536*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max tokens
65,536*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
mode
chat*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per reasoning token
1.5e-6*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token
1.5e-6*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
search context cost per query
search_context_size_low
0.014*
search_context_size_medium
0.014*
search_context_size_high
0.014*
Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
search free requests
count
5,000*
period
month*
shared_group
gemini-3*
Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported endpoints
/v1/chat/completions*
/v1/completions*
/v1/batch*
Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported modalities
text*
image*
audio*
video*
Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported output modalities
text*
Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports audio input
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports audio output
No*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports function calling
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports native streaming
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports parallel function calling
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports pdf input
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports prompt caching
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports reasoning
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports response schema
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports system messages
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports tool choice
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports url context
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports video input
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports vision
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports web search
Yes*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
web search billing unit
per_query*Scope and conditions
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3.1-flash-lite-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*