PwC Embedding Expr measured on 9 of 261 Embeddings benchmarks9
BenchmarkByScoreRank
Reranking2Leads on 1
Other7
No benchmark matches
self-host onlyprice
37.1MTEB Thai v1
Aug 2025released
1,024Dimensions
1K tokensMax input
koLanguages
Alternatives?
ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+5%—$0.002Languages: not verified
OpenQwen 3 Embedding 8Bunstated+14%—$0.01Languages: not verified+1BetterQwen 3 Embedding 0.6BunstatedOpen+4%—$0.01Languages: not verified+1BetterQwen 3 Embedding 4BunstatedOpen+11%—$0.02Languages: not verified+1BetterGemini Embedding 001unstated+8%—$0.15Languages: not verifiedModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EmbeddingGemma 300MunstatedOpen+5%—$0.002Languages: not verifiedQwen 3 Embedding 8BunstatedOpen+14%—$0.01Languages: not verified+1Qwen 3 Embedding 0.6BunstatedOpen+4%—$0.01Languages: not verified+1Qwen 3 Embedding 4BunstatedOpen+11%—$0.02Languages: not verified+1Gemini Embedding 001unstated+8%—$0.15Languages: not verifiedModelScoreCostPriceWhat changes
Qwen 3 Embedding 8BunstatedOpen+14%—$0.01Languages: not verified+1oArabic English Sts MatryoshkaunstatedOpen+14%——Qwen 3 Embedding 4BunstatedOpen+11%—$0.02Languages: not verified+1OOcten Embedding 8BOpen+10%——Memory (4-bit): 0.3 GB → 4.5 GB
KaLM Embedding Gemma3 12B 2511Open+9%——Languages: not verified+1Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does PwC Embedding Expr cost?›
There is no per-unit API price: self-host only.
Is PwC Embedding Expr free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is PwC Embedding Expr, and what is it best at?›
#87 of 191 in Embeddings.
Is PwC Embedding Expr better than ICT TIME And Querit Embedding v1?›
On MTEB Thai v1 · Pair Classification · Thai, PwC Embedding Expr scores 77.9 vs 78 — about the same.
When was PwC Embedding Expr released? Is there a newer version?›
Released 2025-08-12. It is the current version in its line.
Is PwC Embedding Expr open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run PwC Embedding Expr locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is PwC Embedding Expr?›
PwC Embedding Expr is an open-weights embeddings & retrieval model from SamilPwC-AXNode-GenAI, released Aug 2025.
What are the best alternatives to PwC Embedding Expr?›
EmbeddingGemma 300M (better), Qwen 3 Embedding 8B (open weights).