Model: dinho1597/phi-2-telecom-ft
Author: dinho1597
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, phi, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6552, loss:MultipleNegativesRankingLoss, dataset:dinho1597/Telecom-QA-MultipleChoice, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-small-en-v1.5, base_model:finetune:BAAI/bge-small-en-v1.5, model-index, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-small-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6552, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-small-en-v1.5
widget: source_sentence: What problem can reconfigurable intelligent surfaces mitigate in light fidelity systems?
sentences: The document mentions that blind channel estimation requires a large number of data symbols to improve accuracy, which may not be feasible in practice., Empirical evidence suggests that the power decay can even be exponential with distance., Reconfigurable intelligent surface-enabled environments can enhance light fidelity coverage by mitigating the dead-zone problem for users at the edge of the cell, improving link quality., source_sentence: What is the advantage of conformal arrays in UAV (Unmanned Aerial Vehicle) communication systems?
sentences: Overfitting occurs when a model fits the training data too well and fails to generalize to unseen data, while underfitting occurs when a model does not fit the training data well enough to capture the underlying patterns., A point-to-multipoint service is a service type in which data is sent to all service subscribers or a pre-defined subset of all subscribers within an area defined by the Service Requester., Conformal arrays offer good aerodynamic performance, enable full-space beam scanning, and provide more DoFs for geometry design., source_sentence: What is a Virtual Home Environment?
sentences: Compressive spectrum sensing utilizes the sparsity property of signals to enable sub-Nyquist sampling., A Virtual Home Environment is a concept that allows for the portability of personal service environments across network boundaries and between terminals., In the Client Server model, a Client application waits passively on contact while a Server starts the communication actively., source_sentence: What is multi-agent RL (Reinforcement learning) concerned with?
sentences: Data centers account for about 1% of global electricity demand, as stated in the document., Fog Computing and Communication in the Frugal 5G network architecture brings intelligence to the edge and enables more efficient communication with reduced resource usage., Multi-agent RL is concerned with learning in presence of multiple agents and encompasses unique problem formulation that draws from game theoretical concepts., source_sentence: What is the trade-off between privacy and convergence performance when using artificial noise obscuring in federated learning?
sentences: The 'decrypt_error' alert indicates a handshake cryptographic operation failed, including being unable to verify a signature, decrypt a key exchange, or validate a finished message., The trade-off between privacy and convergence performance when using artificial noise obscuring in federated learning is that increasing the noise variance improves privacy but degrades convergence., The design rules for sub-carrier allocations to users in cellular systems are to allocate the sub-carriers as spread out as possible and hop the sub-carriers every OFDM symbol time.
datasets: dinho1597/Telecom-QA-MultipleChoice
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_recall@1, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: SentenceTransformer based on BAAI/bge-small-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: telecom ir eval
type: telecom-ir-eval
metrics: type: cosine_accuracy@1
value: 0.9679633867276888
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9916094584286804
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9916094584286804
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.992372234935164
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9679633867276888
name: Cosine Precision@1
verified: no, type: cosine_recall@1
value: 0.9679633867276888
name: Cosine Recall@1
verified: no, type: cosine_ndcg@10
value: 0.9823240649953693
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9788647342995168
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9791402442094453
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2025-01-11 00:56:20