Model: redis/langcache-embed-v3-experimental
Author: redis
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, biencoder, text-classification, sentence-pair-classification, semantic-similarity, semantic-search, retrieval, reranking, generated_from_trainer, dataset_size:76349300, loss:ArcFaceInBatchLoss, sentence-similarity, en, dataset:redis/langcache-sentencepairs-v2, arxiv:1908.10084, base_model:Alibaba-NLP/gte-modernbert-base, base_model:finetune:Alibaba-NLP/gte-modernbert-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Alibaba-NLP/gte-modernbert-base
Card metadata: language: en
license: apache-2.0
tags: biencoder, sentence-transformers, text-classification, sentence-pair-classification, semantic-similarity, semantic-search, retrieval, reranking, generated_from_trainer, dataset_size:76349300, loss:ArcFaceInBatchLoss
base_model: Alibaba-NLP/gte-modernbert-base
widget: source_sentence: How much would I need to narrate a "Let's Play" video in order to make money from it on YouTube?
sentences: How much money do people make from YouTube videos with 1 million views?, How much would I need to narrate a "Let's Play" video in order to make money from it on YouTube?, Does the sentence, "I expect to be disappointed," make sense?, source_sentence: "I appreciate that.
sentences: How is the Mariner rewarded in "The Rime of the Ancient Mariner" by Samuel Taylor Coleridge?, "I appreciate that., I can appreciate that., source_sentence: """It is very easy to defeat someone, but too hard to win some one"". What does the previous sentence mean?"
sentences: How can you use the word "visceral" in a sentence?, """It is very easy to defeat someone, but too hard to win some one"". What does the previous sentence mean?", What does "The loudest one in the room is the weakest one in the room." Mean?, source_sentence: " We condemn this raid which is in our view illegal and morally and politically unjustifiable , " London-based NCRI official Ali Safavi told Reuters by telephone .
sentences: London-based NCRI official Ali Safavi told Reuters : " We condemn this raid , which is in our view illegal and morally and politically unjustifiable . ", The social awkwardness is complicated by the fact that Marianne is a white girl living with a black family ., art's cause, this in my opinion, source_sentence: If you click "like" on an old post that someone made on your wall yet you're no longer Facebook friends, will they still receive a notification?
sentences: Is there is any two wheeler having a gear box which has the feature "automatic neutral" when the engine is off while it is in gear?, If you click "like" on an old post that someone made on your wall yet you're no longer Facebook friends, will they still receive a notification?, If your teenage son posted "La commedia e finita" on his Facebook wall, would you be concerned?
datasets: redis/langcache-sentencepairs-v2
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_precision@1, cosine_recall@1, cosine_ndcg@10, cosine_mrr@1, cosine_map@100, cosine_auc_precision_cache_hit_ratio, cosine_auc_similarity_distribution
model-index: name: Redis fine-tuned BiEncoder model for semantic caching on LangCache
results: task: type: custom-information-retrieval
name: Custom Information Retrieval
dataset: name: test
type: test
metrics: type: cosine_accuracy@1
value: 0.5955802603036876
name: Cosine Accuracy@1
verified: no, type: cosine_precision@1
value: 0.5955802603036876
name: Cosine Precision@1
verified: no, type: cosine_recall@1
value: 0.5780913232288468
name: Cosine Recall@1
verified: no, type: cosine_ndcg@10
value: 0.777639866271746
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@1
value: 0.5955802603036876
name: Cosine Mrr@1
verified: no, type: cosine_map@100
value: 0.7275779687157514
name: Cosine Map@100
verified: no, type: cosine_auc_precision_cache_hit_ratio
value: 0.3639683124583609
name: Cosine Auc Precision Cache Hit Ratio
verified: no, type: cosine_auc_similarity_distribution
value: 0.15401896350374616
name: Cosine Auc Similarity Distribution
verified: no
Likes: 5 | All-time downloads: 5618
Created: 2025-09-02 08:07:33