Model: iris49/3gpp-embedding-model-v0
Author: iris49
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:56041, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:56041, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What is the significance of the tables 6.1.6.2.5-1 and 6.1.6.2.6-1 in the context of the Namf_Communication Service API?
sentences: The 'notifId' attribute in the PolicyDataSubscription type serves as a Notification Correlation ID assigned by the NF service consumer. It is included when the 'ConditionalSubscriptionwithPartialNotification' or the 'ConditionalSubscriptionWithExcludeNotification' feature is supported. This ID is used to correlate notifications with the specific subscription request, ensuring that the NF service consumer can track and manage notifications effectively., The 'sessRuleReports' attribute in the 'ErrorReport' type is specifically used to report failures related to session rules, whereas the 'ruleReports' attribute reports failures related to PCC rules. 'sessRuleReports' contains an array of 'SessionRuleReport' objects, which provide details about the session rule failures. Like 'ruleReports', it is optional and can have one or more entries (cardinality 1..N)., Tables 6.1.6.2.5-1 and 6.1.6.2.6-1 are significant in the Namf_Communication Service API as they provide the definitions for the types 'AssignEbiData' and 'AssignedEbiData', respectively. These tables outline the structure, attributes, and possibly the constraints or rules associated with these data types, which are essential for understanding and implementing the API's functionality related to EBI assignment and management., source_sentence: What document defines the basic principles for online charging, and where is this information referenced?
sentences: The UDM (Unified Data Management) returns the Ranging and Sidelink Positioning Subscription Data for the UE (User Equipment) identified by the supi (Subscription Permanent Identifier). This data is retrieved using the GET method, which supports the URI query parameters outlined in table 6.1.3.37.3.1-1., The Nsmf_PDUSession_SMContextStatusNotify service operation is used by the SMF (Session Management Function) to notify its consumers about the status of an SM (Session Management) context related to a PDU (Packet Data Unit) Session. In the context of I-SMF (Intermediate SMF) context transfer, this service operation is used to indicate the transfer of the SM context to a new I-SMF or SMF set. It also allows the SMF to update the SMF-derived CN (Core Network) assisted RAN (Radio Access Network) parameters tuning in the AMF (Access and Mobility Management Function). Additionally, it can report DDN (Downlink Data Notification) failures and provide target DNAI (Data Network Access Identifier) information for the current or next PDU session., The basic principles for online charging are defined in TS 32.240 [1]. This information is referenced in section 5.2.1 of the document, which is part of the '5.2 Online charging scenario' chapter., source_sentence: What are the possible values for the 'ReportingLevel' enumeration, and what do they indicate?
sentences: If protected User Plane (UP) messages reach the SN before the SN has received the SN Counter value in the SN Reconfiguration Complete message, the SN chooses the first unused KSN key of the UE to establish the security association. This ensures that communication can proceed securely even if the SN Counter value has not yet been received. Once the SN Counter value is received, the SN verifies it to ensure there is no KSN mismatch., The 'ReportingLevel' enumeration has three possible values: 'SER_ID_LEVEL', 'RAT_GR_LEVEL', and 'SPON_CON_LEVEL'. 'SER_ID_LEVEL' indicates that usage should be reported at the service ID and rating group combination level. 'RAT_GR_LEVEL' indicates that usage should be reported at the rating group level. 'SPON_CON_LEVEL' indicates that usage should be reported at the sponsor identity and rating group combination level. These levels help in categorizing and reporting usage data based on different granularities., Structured data types in the Nudr_GroupIDmap Service API are more complex than simple data types. While simple data types represent single values like integers or strings, structured data types are composed of multiple simple data types or other structured data types, forming a more complex data structure. For example, a structured data type might represent a user profile containing fields for name, age, and address, each of which could be a simple data type. This allows for the representation of more intricate and hierarchical data within the API., source_sentence: What is the purpose of the Intermediate Spending Limit Report Request procedure described in the document?
sentences: The Resource URI variables defined in table 6.1.3.8.2-1 for the 'sm-data' resource serve to dynamically construct the URI based on specific parameters. These variables include {apiRoot}, <apiVersion>, and {supi}. The {apiRoot} variable specifies the base URL of the API, <apiVersion> indicates the version of the API to be used, and {supi} represents the Subscription Permanent Identifier, which is used to uniquely identify the subscriber. These variables ensure that the URI is correctly formatted and points to the appropriate resource for the given subscriber and API version., The purpose of the Intermediate Spending Limit Report Request procedure is to allow the PCF (Policy Control Function) to request the status of additional policy counters available at the CHF (Charging Function) or to remove the request for the status of policy counters. The PCF can modify the list of subscribed policy counters based on its policy decisions, and the CHF responds by providing the policy counter status, optionally including pending statuses and their activation times, for the requested policy counters., When ABC online charging is employed, the TDF uses Debit / Reserve Units Request[Initial], update, or termination to convey charging information related to the detected application traffic. The OCS responds with Debit / Reserve Units Response, which includes quotas for rating groups or instructions on handling the application traffic (e.g., terminate, continue, reroute). The TDF must request a quota before service delivery. If only certain quotas are authorized by the OCS (e.g., due to insufficient credit), the rating groups without authorized quotas are handled according to the received Result Code value. The quota supervision mechanism is further described in TS 32.299 [50]., source_sentence: What types of data structures are supported by the GET request body on the resource described in table 5.2.11.3.4-2, and how do they influence the request?
sentences: In Direct Communication mode, the NF Service consumer can subscribe to status change notifications of NF instances from the NRF. If the NF Service consumer is notified by the NRF or detects by itself (e.g., through a lack of response to a request) that the NF producer instance is no longer available, it selects another available NF producer instance within the same NF Set. In Indirect Communication mode, the SCP or NF Service consumer may also subscribe to status change notifications from the NRF and select another NF producer instance within the same NF Set if the original instance serving the UE becomes unavailable. The specific implementation details of how the SCP detects the unavailability of an NF producer instance are left to the implementation., The data structures supported by the GET request body on the resource are detailed in table 5.2.11.3.4-2. These structures define the format and content of the data that can be sent in the request body. They might include fields such as 'filterCriteria', 'sortOrder', or 'pagination', which influence how the server processes the request and returns the appropriate data., The specific triggers on the Ro interface that can lead to the termination of the IMS service include: 1) Reception of an unsuccessful Operation Result different from DIAMETER_CREDIT_CONTROL_NOT_APPLICABLE in the Debit/Reserve Units Response message. 2) Reception of an unsuccessful Result Code different from DIAMETER_CREDIT_CONTROL_NOT_APPLICABLE within the multiple units operation in the Debit/Reserve Units Response message when only one instance of the multiple units operation field is used. 3) Execution of the termination action procedure as defined in TS 32.299 when only one instance of the Multiple Unit Operation field is used. 4) Execution of the failure handling procedures when the Failure Action is set to 'Terminate' or 'Retry & Terminate'. 5) Reception in the IMS-GWF of an Abort-Session-Request message from OCS.
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_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: BGE_base_3gpp-qa-v2_Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.8347103013864849
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9628129405256866
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9806391748898128
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9927196159954319
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8347103013864849
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32093764684189546
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1961278349779626
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09927196159954321
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8347103013864849
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9628129405256866
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9806391748898128
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9927196159954319
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9235193716202091
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9002603606826465
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9006611894428589
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.8341214467978801
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9630270694669973
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.980835459752681
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9925947074463339
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8341214467978801
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32100902315566576
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19616709195053625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09925947074463341
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8341214467978801
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9630270694669973
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.980835459752681
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9925947074463339
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9232781516394674
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8999735171216805
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9003855301087177
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.8326047001302618
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9624382148783927
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9801930729287486
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9922913581128102
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8326047001302618
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3208127382927975
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19603861458574973
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09922913581128105
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8326047001302618
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9624382148783927
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9801930729287486
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9922913581128102
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9223721780180253
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.898869719250338
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8993021227310489
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.8294462982459271
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9610642208383148
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9796399064970289
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.991720347602648
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8294462982459271
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3203547402794382
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19592798129940583
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09917203476026483
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8294462982459271
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9610642208383148
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9796399064970289
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.991720347602648
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9204835891487085
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8965493659262566
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.897020544909686
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.8210595813779198
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9574775610713585
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9771595795935119
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9906497028960939
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8210595813779198
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3191591870237861
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19543191591870243
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09906497028960942
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8210595813779198
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9574775610713585
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9771595795935119
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9906497028960939
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9158816707476002
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8908051588080549
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8913320555914594
name: Cosine Map@100
verified: no
Likes: 4 | All-time downloads: 1461
Created: 2025-03-14 08:22:15