Model: redis/langcache-reranker-v2-reasonmoderncolbert-bce-eps0.5
Author: redis
Pipeline: text-ranking
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, cross-encoder, text-classification, sentence-pair-classification, semantic-similarity, semantic-search, retrieval, reranking, generated_from_trainer, dataset_size:40015318, loss:BinaryCrossEntropyLoss, text-ranking, en, dataset:adbaral/langcache-sentencepairs-v3, arxiv:1908.10084, base_model:lightonai/Reason-ModernColBERT, base_model:finetune:lightonai/Reason-ModernColBERT, license:apache-2.0, model-index, region:us
Base models (finetune): id: lightonai/Reason-ModernColBERT
Card metadata: language: en
license: apache-2.0
tags: cross-encoder, sentence-transformers, text-classification, sentence-pair-classification, semantic-similarity, semantic-search, retrieval, reranking, generated_from_trainer, dataset_size:40015318, loss:BinaryCrossEntropyLoss
base_model: lightonai/Reason-ModernColBERT
datasets: adbaral/langcache-sentencepairs-v3
pipeline_tag: text-ranking
library_name: sentence-transformers
metrics: accuracy, accuracy_threshold, f1, f1_threshold, precision, recall, average_precision, map, mrr@1, ndcg@1
model-index: name: Redis fine-tuned CrossEncoder model for semantic caching on LangCache
results: task: type: cross-encoder-classification
name: Cross Encoder Classification
dataset: name: test cls
type: test_cls
metrics: type: accuracy
value: 0.8316299737426782
name: Accuracy
verified: no, type: accuracy_threshold
value: 0.08740234375
name: Accuracy Threshold
verified: no, type: f1
value: 0.8239799840655271
name: F1
verified: no, type: f1_threshold
value: 0.08056640625
name: F1 Threshold
verified: no, type: precision
value: 0.7691805845511482
name: Precision
verified: no, type: recall
value: 0.8871865876049725
name: Recall
verified: no, type: average_precision
value: 0.8268037933477288
name: Average Precision
verified: no, task: type: cross-encoder-reranking
name: Cross Encoder Reranking
dataset: name: NanoQuoraRetrieval R25
type: NanoQuoraRetrieval_R25
metrics: type: map
value: 0.7545
name: Map
verified: no, type: mrr@1
value: 0.64
name: Mrr@1
verified: no, type: ndcg@1
value: 0.64
name: Ndcg@1
verified: no, task: type: cross-encoder-reranking
name: Cross Encoder Reranking
dataset: name: NanoMSMARCO R25
type: NanoMSMARCO_R25
metrics: type: map
value: 0.2595
name: Map
verified: no, type: mrr@1
value: 0.12
name: Mrr@1
verified: no, type: ndcg@1
value: 0.13
name: Ndcg@1
verified: no, task: type: cross-encoder-reranking
name: Cross Encoder Reranking
dataset: name: NanoNQ R25
type: NanoNQ_R25
metrics: type: map
value: 0.2888
name: Map
verified: no, type: mrr@1
value: 0.18
name: Mrr@1
verified: no, type: ndcg@1
value: 0.18
name: Ndcg@1
verified: no, task: type: cross-encoder-nano-beir
name: Cross Encoder Nano BEIR
dataset: name: NanoBEIR R25 mean
type: NanoBEIR_R25_mean
metrics: type: map
value: 0.4343
name: Map
verified: no, type: mrr@1
value: 0.3133
name: Mrr@1
verified: no, type: ndcg@1
value: 0.3167
name: Ndcg@1
verified: no
Likes: 0 | All-time downloads: 423
Created: 2025-10-24 15:21:34