Ogni riga usa lo stesso benchmark, versione, carico, scenario e unità. I risultati mancanti non valgono zero. I risultati di sistema includono tutta la configurazione hardware e software.
Arena text preference / chinesehuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.460,57 rating
Intervallo di confidenza: 1.450,95 – 1.470,18
4179 voti
Categoria
chinese
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.400,10 rating
Intervallo di confidenza: 1.394,40 – 1.405,80
17851 voti
Categoria
coding
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.400,79 rating
Intervallo di confidenza: 1.393,98 – 1.407,60
10579 voti
Categoria
creative_writing
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.413,72 rating
Intervallo di confidenza: 1.408,90 – 1.418,53
29517 voti
Categoria
english
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.402,06 rating
Intervallo di confidenza: 1.397,22 – 1.406,90
47942 voti
Categoria
exclude_ties
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.398,37 rating
Intervallo di confidenza: 1.390,20 – 1.406,55
6238 voti
Categoria
expert
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.423,08 rating
Intervallo di confidenza: 1.408,56 – 1.437,61
2105 voti
Categoria
french
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.429,73 rating
Intervallo di confidenza: 1.410,85 – 1.448,61
1047 voti
Categoria
german
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.407,33 rating
Intervallo di confidenza: 1.402,91 – 1.411,76
41597 voti
Categoria
hard_prompts
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
Gemini 3.1 Flash Lite Preview
1.403,12 rating
Intervallo di confidenza: 1.397,60 – 1.408,65
19983 voti
Categoria
hard_prompts_english
Configurazione valutata
Gemini 3.1 Flash-Lite Preview
Tipo di valutazione
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
Intervallo di confidenza: 1.379,56 – 1.391,87
13681 voti
Categoria
industry_entertainment_and_sports_and_media
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.418,43 rating
Intervallo di confidenza: 1.409,57 – 1.427,29
5023 voti
Categoria
industry_legal_and_government
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
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
Intervallo di confidenza: 1.418,96 – 1.431,99
10507 voti
Categoria
industry_life_and_physical_and_social_science
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.416,93 rating
Intervallo di confidenza: 1.406,52 – 1.427,34
3589 voti
Categoria
industry_mathematical
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.427,75 rating
Intervallo di confidenza: 1.418,64 – 1.436,86
4773 voti
Categoria
industry_medicine_and_healthcare
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
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
Intervallo di confidenza: 1.408,02 – 1.418,15
25399 voti
Categoria
industry_software_and_it_services
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
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
Intervallo di confidenza: 1.402,30 – 1.413,97
15610 voti
Categoria
industry_writing_and_literature_and_language
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.377,27 rating
Intervallo di confidenza: 1.371,95 – 1.382,58
21500 voti
Categoria
instruction_following
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.412,95 rating
Intervallo di confidenza: 1.388,42 – 1.437,48
647 voti
Categoria
japanese
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.392,45 rating
Intervallo di confidenza: 1.373,32 – 1.411,57
1066 voti
Categoria
korean
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.394,38 rating
Intervallo di confidenza: 1.389,20 – 1.399,55
27228 voti
Categoria
longer_query
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.427,87 rating
Intervallo di confidenza: 1.417,80 – 1.437,93
3622 voti
Categoria
math
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.417,09 rating
Intervallo di confidenza: 1.410,65 – 1.423,53
11592 voti
Categoria
multi_turn
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.410,55 rating
Intervallo di confidenza: 1.406,04 – 1.415,05
34711 voti
Categoria
non_english
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.415,81 rating
Intervallo di confidenza: 1.412,20 – 1.419,42
64211 voti
Categoria
overall
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.442,84 rating
Intervallo di confidenza: 1.426,37 – 1.459,31
1267 voti
Categoria
polish
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.419,75 rating
Intervallo di confidenza: 1.412,24 – 1.427,26
7187 voti
Categoria
russian
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
Gemini 3.1 Flash Lite Preview
1.421,06 rating
Intervallo di confidenza: 1.407,13 – 1.435,00
2010 voti
Categoria
spanish
Configurazione valutata
gemini-3.1-flash-lite-preview
Tipo di valutazione
human preference
Esecuzione locale
Inferenza · stima della memoria
Gemini 3.1 Flash Lite Preview
Pesi chiusi. Non sono pubblicati un impiego locale supportato o requisiti GPU.
Costo API
USD / mese
Stima per token di testo standard. Esclude imposte, cache, sconti batch e costi aggiuntivi per ragionamento e modalità multimediali. Limiti e disponibilità possono variare per provider.
Gemini 3.1 Flash Lite Preview
Capacità
Finestra di contesto
1.048.576 tokens
Input massimo
1.048.576 tokens*
Output massimo
65.536 tokens
Ragionamento
Sì
Uso di strumenti
Sì
Output strutturato
Sì*
Pesi aperti
No
Dati di addestramento fino a
2025-01
Modalità API
Chat*
Input immagini
Sì*
Input PDF
Sì*
Input video
Sì*
Input audio
Sì*
Output audio
No*
Chiamate parallele agli strumenti
Sì*
Cache dei prompt
Sì*
Messaggi di sistema
Sì*
Scelta degli strumenti
Sì*
Ricerca sul web
Sì*
Licenza del modello
Proprietary
Modalità di input
text
image
video
audio
pdf
Modalità di output
text
Configurazione di sistema
Specifiche dettagliate
Specifiche · 32 campi
cache read input token cost
2,5e-8*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*Ambito e condizioni
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*
Ambito e condizioni
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*
Ambito e condizioni
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*
Ambito e condizioni
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*
Ambito e condizioni
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*
Ambito e condizioni
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
Sì*Ambito e condizioni
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*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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
Sì*Ambito e condizioni
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*Ambito e condizioni
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.*