compare/BGE-Reranker-BasevsBge-Small-EN-V1.5

BGE-Reranker-Base vs Bge-Small-EN-V1.5

Pricing, context window, capabilities, and release date — pulled from each provider's public docs. Both are available via the same AIgateway OpenAI-compatible endpoint; flip the model string to switch.

RUN BOTH LIVE

Paste a prompt. Watch them race.

Both models stream in parallel through your own AIgateway key. Tokens, latency, and cost update as they arrive.

Sign in to runLive streaming uses your own key. It's free to sign up.
 BGE-Reranker-Base
baai/bge-reranker-base
Bge-Small-EN-V1.5
baai/bge-small-en-v1.5
ProviderBAAIBAAI
FamilyBGEBGE
Modalityrerankingembedding
Context window
Max output
Released2025-02-142023-11-07
Input price$0.0031 /1M$0.020 /1M
Output price
Cache read
Tools
Streaming
Vision
JSON mode
Reasoning
Prompt caching
BGE-Reranker-Base
baai/bge-reranker-base
Full spec →

Different from embedding model, reranker uses question and document as input and directly output similarity instead of embedding. You can get a relevance score by inputting query and passage to the reranker. And the score can be mapped to a float value in [0,1] by sigmoid function.

Strengths
  • Cross-encoder reranking
Bge-Small-EN-V1.5
baai/bge-small-en-v1.5
Full spec →

BAAI general embedding (Small) model that transforms any given text into a 384-dimensional vector

Strengths
  • Semantic similarity
  • Vector search
SWITCH BETWEEN THEM

One key, both models, one line different.

# pip install aigateway-py openai
# aigateway-py: sub-accounts, evals, replays, jobs, webhook verify.
# openai SDK: chat/embeddings/images/audio — drop-in compat per our SDK's own guidance.
from openai import OpenAI

client = OpenAI(
    base_url="https://api.aigateway.sh/v1",
    api_key="sk-aig-...",
)

# Try BGE-Reranker-Base
client.chat.completions.create(
    model="baai/bge-reranker-base",
    messages=[{"role":"user","content":"hello"}],
)

# Try Bge-Small-EN-V1.5 — same client, same key
client.chat.completions.create(
    model="baai/bge-small-en-v1.5",
    messages=[{"role":"user","content":"hello"}],
)
Get an AIgateway keyAdd a third model

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