ymoslem/ModernBERT-base-TeleQnA-router-qe-classifier-binary-10ep-lr2e-05-gemma4e4b-5runs_1eval
Text Classification • 0.1B • Updated
Datasets:
question string | prompt string | full_output string | answer int64 | ground_truth_answer int64 | num_tokens int64 | num_words int64 | cluster int64 | run int64 | score float64 | accuracy float64 | decision_label float64 | decision_str string | qid string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Which interface is used for the fronthaul in O-RAN?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. F1 interface
1. E2 interface
2. CPRI interface
3. O1 interface
4. A1 interface | Which interface is used for the fronthaul in O-RAN?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. F1 interface
1. E2 interface
2. CPRI interface
3. O1 interface
4. A1 interface | Explanation: The fronthaul in O-RAN connects the Distributed Unit (DU) and the Radio Unit (RU) and is typically implemented using the eCPRI standard, which is a modern evolution of CPRI.
Answer: 2 | 2 | 2 | 50 | 32 | 0 | 0 | 1 | 1 | 1 | accept | 0 |
What is the main difference between TAPS and BSD (Berkeley Software Distribution) sockets?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. TAPS supports only stream communication, while BSD sockets support both stream and datagram communication
1. TAPS... | What is the main difference between TAPS and BSD (Berkeley Software Distribution) sockets?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. TAPS supports only stream communication, while BSD sockets support both stream and datagram communication
1. TAPS... | Explanation: TAPS is a modern, event-driven networking abstraction layer designed to handle various transport paradigms, whereas traditional BSD sockets are a foundational API that primarily supports stream (TCP) and datagram (UDP) communication.
Answer: 1 | 1 | 1 | 50 | 34 | 0 | 0 | 1 | 1 | 1 | accept | 1 |
What is the purpose of AAL in O-RAN?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Accelerator
1. Active Antenna Units
2. Accelerator Abstraction Layer
3. Artificial Intelligence / Machine Learning
4. Business Support Systems | What is the purpose of AAL in O-RAN?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Accelerator
1. Active Antenna Units
2. Accelerator Abstraction Layer
3. Artificial Intelligence / Machine Learning
4. Business Support Systems | Explanation: The Accelerator Abstraction Layer (AAL) in O-RAN provides a standardized interface for various acceleration functions, decoupling them from the core RAN components.
Answer: 2 | 2 | 2 | 38 | 25 | 0 | 0 | 1 | 1 | 1 | accept | 2 |
Which mitigation approaches are mentioned for network services management under migration? [ETSI NFV Release 5]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Transferring management requests to another NFV-MANO system
1. Duplicate NFV-MANO system in ... | Which mitigation approaches are mentioned for network services management under migration? [ETSI NFV Release 5]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Transferring management requests to another NFV-MANO system
1. Duplicate NFV-MANO system in ... | Explanation: The ETSI NFV Release 5 document mentions several strategies to ensure network services management continuity during migration.
Answer: 3 | 3 | 3 | 29 | 20 | 0 | 0 | 1 | 1 | 1 | accept | 3 |
What are the advantages of H-SONs compared to C-SONs and D-SONs?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Improved global optimality compared to D-SONs
1. Improved energy efficiency compared to D-SONs
2. Improved stability compared to D-SONs
3. ... | What are the advantages of H-SONs compared to C-SONs and D-SONs?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Improved global optimality compared to D-SONs
1. Improved energy efficiency compared to D-SONs
2. Improved stability compared to D-SONs
3. ... | Explanation: H-SONs generally offer advantages over C-SONs and D-SONs in terms of optimization quality, energy consumption, and system stability.
Answer: 3 | 3 | 3 | 38 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 4 |
What are the key deployment use cases for industrial networks in 6G?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Communication between sensors and robots
1. Communication across multiple robots for coordination of tasks
2. Communication between hum... | What are the key deployment use cases for industrial networks in 6G?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Communication between sensors and robots
1. Communication across multiple robots for coordination of tasks
2. Communication between hum... | Explanation: 6G industrial networks are designed to support a wide range of critical applications, including device-to-device communication, human-machine interaction, and complex multi-agent coordination.
Answer: 3 | 3 | 3 | 44 | 25 | 0 | 0 | 1 | 1 | 1 | accept | 5 |
Which 3GPP specification defines the architecture, procedures, and information flows to enable edge applications over 3GPP networks? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. TS 23.548
1. TS 23.748
2. TS 23.558
3. TS 23.501
4. T... | Which 3GPP specification defines the architecture, procedures, and information flows to enable edge applications over 3GPP networks? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. TS 23.548
1. TS 23.748
2. TS 23.558
3. TS 23.501
4. T... | Explanation: TS 23.548 specifically defines the architecture and procedures for enabling edge applications, particularly related to Multi-access Edge Computing (MEC) within 3GPP networks in Release 17.
Answer: 0 | 0 | 2 | 51 | 28 | 0 | 0 | 0 | 0 | 0 | route | 6 |
What is the role of the control circuit board in the hardware architecture of the IRS (Intelligent reflecting surface)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To interact with incident signals
1. To avoid signal energy leakage
2. To adjust the... | What is the role of the control circuit board in the hardware architecture of the IRS (Intelligent reflecting surface)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To interact with incident signals
1. To avoid signal energy leakage
2. To adjust the... | Explanation: The control circuit board is responsible for managing and setting the specific reflection parameters for each individual element in the IRS.
Answer: 2 | 2 | 2 | 30 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 8 |
What is the purpose of the Change Cipher Spec Protocol in TLS (Transport Layer Security)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To encrypt the compressed message and MAC
1. To update the cipher suite to be used on the connection
2. To add pad... | What is the purpose of the Change Cipher Spec Protocol in TLS (Transport Layer Security)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To encrypt the compressed message and MAC
1. To update the cipher suite to be used on the connection
2. To add pad... | Explanation: The Change Cipher Spec message signals to the peer that the sender is switching to a new set of cryptographic algorithms for subsequent messages.
Answer: 1 | 1 | 1 | 33 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 10 |
What is the relationship between macOffsetTimeSlot and OTD? [IEEE 802.15.4]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. OTD = macOffsetTimeSlot
1. OTD = aBaseSlotDuration + macOffsetTimeSlot
2. OTD = aBaseSlotDuration × macOffsetTimeSlot
3. OTD = a... | What is the relationship between macOffsetTimeSlot and OTD? [IEEE 802.15.4]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. OTD = macOffsetTimeSlot
1. OTD = aBaseSlotDuration + macOffsetTimeSlot
2. OTD = aBaseSlotDuration × macOffsetTimeSlot
3. OTD = a... | Explanation: OTD is calculated by adding the macOffsetTimeSlot to the base slot duration.
Answer: 1 | 1 | 2 | 25 | 15 | 0 | 0 | 0 | 0 | 0 | route | 11 |
Which organization developed the EIA-232E standard?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. EIA
1. CCITT
2. ISO
3. US Electronics Industries Association
4. ANSI | Which organization developed the EIA-232E standard?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. EIA
1. CCITT
2. ISO
3. US Electronics Industries Association
4. ANSI | Explanation: The EIA (Electronic Industries Alliance) is the organization responsible for developing the EIA-232E standard.
Answer: 0 | 0 | 3 | 30 | 17 | 0 | 0 | 0 | 0 | 0 | route | 12 |
What is the purpose of concurrency in the context of the Client Server interaction model? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To ensure that there is only one active thread in the server
1. To serve multiple clients simultaneously
... | What is the purpose of concurrency in the context of the Client Server interaction model? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To ensure that there is only one active thread in the server
1. To serve multiple clients simultaneously
... | Explanation: Concurrency allows the server to manage and respond to multiple client requests at the same time, improving responsiveness and throughput.
Answer: 1 | 1 | 1 | 31 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 14 |
Which of the following numbering and addressing schemes are supported for IP multimedia sessions? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. MSISDN and SIP URL
1. H.324M and GTT
2. UDI/RDI and MMS
3. 3.1kHz Ext. PLMN and CS multi... | Which of the following numbering and addressing schemes are supported for IP multimedia sessions? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. MSISDN and SIP URL
1. H.324M and GTT
2. UDI/RDI and MMS
3. 3.1kHz Ext. PLMN and CS multi... | Explanation: 3GPP Release 18 supports the use of UDI/RDI for addressing IP multimedia sessions.
Answer: 2 | 2 | 0 | 31 | 16 | 0 | 0 | 0 | 0 | 0 | route | 15 |
What is the purpose of the P_hash function in the TLS (Transport Layer Security) protocol?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To generate secure bytes for cryptographic parameters
1. To generate nonce values for the handshake messages
2. T... | What is the purpose of the P_hash function in the TLS (Transport Layer Security) protocol?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To generate secure bytes for cryptographic parameters
1. To generate nonce values for the handshake messages
2. T... | Explanation: The P_hash function is used in TLS to compute a hash over the handshake transcript to ensure the integrity and authenticity of the final handshake messages.
Answer: 3 | 3 | 0 | 37 | 29 | 0 | 0 | 0 | 0 | 0 | route | 16 |
Which optimization technique reduces the memory needs of the Adam optimization?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Adafactor
1. Layerwise adaptive large batch optimization (LAMB)
2. Two Time-scale Update Rule (TTUR)
3. Decoupled Weight Dec... | Which optimization technique reduces the memory needs of the Adam optimization?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Adafactor
1. Layerwise adaptive large batch optimization (LAMB)
2. Two Time-scale Update Rule (TTUR)
3. Decoupled Weight Dec... | Explanation: Adafactor is specifically designed to reduce the memory footprint of adaptive optimizers like Adam by factorizing the second moment estimates.
Answer: 0 | 0 | 0 | 32 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 17 |
What is the main challenge in model optimization for DL (Deep Learning) in the edge?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Minimizing resource costs for DL models
1. Adapting DL models to fit in edge devices
2. Ensuring no loss in model accur... | What is the main challenge in model optimization for DL (Deep Learning) in the edge?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Minimizing resource costs for DL models
1. Adapting DL models to fit in edge devices
2. Ensuring no loss in model accur... | Explanation: The primary hurdle in edge DL model optimization is making large, complex models small and efficient enough to run on resource-constrained edge hardware.
Answer: 1 | 1 | 2 | 35 | 26 | 0 | 0 | 0 | 0 | 0 | route | 18 |
What is the purpose of the 'Group Reporting Guard Time'? [3GPP Release 14]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To handle group-based enhancements in the network capability exposure function
1. To reduce signalling for sending event reports ... | What is the purpose of the 'Group Reporting Guard Time'? [3GPP Release 14]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To handle group-based enhancements in the network capability exposure function
1. To reduce signalling for sending event reports ... | Explanation: The Group Reporting Guard Time is used to specify the duration over which monitoring event reports from members of a group can be aggregated.
Answer: 3 | 3 | 3 | 33 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 19 |
What is the definition of a graph-signal in GSP (graph signal processing)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A signal of dimension M for each vertex in the graph
1. A continuous signal of dimension N for each node in the graph
2. A signal... | What is the definition of a graph-signal in GSP (graph signal processing)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A signal of dimension M for each vertex in the graph
1. A continuous signal of dimension N for each node in the graph
2. A signal... | Explanation: A graph signal is typically defined as a vector or function defined over the nodes (vertices) of a graph.
Answer: 3 | 3 | 3 | 30 | 22 | 0 | 0 | 1 | 1 | 1 | accept | 20 |
What is the objective of RAN-Core convergence in 5G?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To increase network capacity
1. To improve network security
2. To provide low-latency communication
3. To simplify the network architecture
4. To supp... | What is the objective of RAN-Core convergence in 5G?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To increase network capacity
1. To improve network security
2. To provide low-latency communication
3. To simplify the network architecture
4. To supp... | Explanation: RAN-Core convergence aims to integrate the Radio Access Network (RAN) functions with the Core Network functions to streamline the network architecture.
Answer: 3 | 3 | 3 | 34 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 21 |
What does PDU stand for in the context of the LTE radio access network?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Physical Delay Unit
1. Physical Data Unit
2. Packet Data Unit
3. Packet Delay Unit
4. Protocol Data Unit | What does PDU stand for in the context of the LTE radio access network?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Physical Delay Unit
1. Physical Data Unit
2. Packet Data Unit
3. Packet Delay Unit
4. Protocol Data Unit | Explanation: In the context of LTE, PDU most commonly refers to the data unit used for packet transmission.
Answer: 2 | 2 | 4 | 28 | 20 | 0 | 0 | 0 | 0 | 0 | route | 22 |
What is the proper way to apply data augmentation in ML workflows?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Only apply it to the training set and on each mini-batch during stochastic optimization
1. Apply it to the entire dataset before the trai... | What is the proper way to apply data augmentation in ML workflows?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Only apply it to the training set and on each mini-batch during stochastic optimization
1. Apply it to the entire dataset before the trai... | Explanation: Data augmentation should be applied exclusively to the training data to artificially increase its size and diversity without introducing information from the test or validation sets.
Answer: 4 | 4 | 0 | 35 | 29 | 0 | 0 | 0 | 0 | 0 | route | 23 |
What are the key requirements for IoT (Internet of Thing) networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Data integrity.
1. Scalability.
2. Security.
3. Efficiency.
4. All of the above. | What are the key requirements for IoT (Internet of Thing) networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Data integrity.
1. Scalability.
2. Security.
3. Efficiency.
4. All of the above. | Explanation: IoT networks require a combination of robust features to function reliably in diverse and growing environments.
Answer: 4 | 4 | 4 | 25 | 19 | 0 | 0 | 1 | 1 | 1 | accept | 24 |
What is the fundamental idea behind the Internet of Things (IoT)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To connect different entities or things to provide ubiquitous connectivity and enhanced services.
1. To create a disruptive civil technolo... | What is the fundamental idea behind the Internet of Things (IoT)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To connect different entities or things to provide ubiquitous connectivity and enhanced services.
1. To create a disruptive civil technolo... | Explanation: The fundamental idea of IoT is to connect diverse physical "things" to the internet to enable them to collect, exchange, and act upon data.
Answer: 0 | 0 | 0 | 37 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 25 |
What is the main advantage of using a fixed code quantized consensus algorithm?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. It guarantees almost sure convergence to a unique consensus point.
1. It significantly improves the accuracy of the consensu... | What is the main advantage of using a fixed code quantized consensus algorithm?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. It guarantees almost sure convergence to a unique consensus point.
1. It significantly improves the accuracy of the consensu... | Explanation: The main advantage of using a fixed code quantized consensus algorithm is its ability to achieve bounded error in reaching consensus while minimizing the required transmission bits.
Answer: 3 | 3 | 2 | 36 | 30 | 0 | 0 | 0 | 0 | 0 | route | 26 |
What mechanism allows an NG-RAN node to request activation of certain deactivated SSB beams? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Inter-node Beam Activation
1. Dynamic Beam Allocation
2. Beamforming Adaptation
3. Enhanced S... | What mechanism allows an NG-RAN node to request activation of certain deactivated SSB beams? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Inter-node Beam Activation
1. Dynamic Beam Allocation
2. Beamforming Adaptation
3. Enhanced S... | Explanation: The NG-RAN node uses a mechanism to request the activation of specific deactivated SSB beams, which falls under the scope of dynamic beam management.
Answer: 1 | 1 | 0 | 36 | 27 | 0 | 0 | 0 | 0 | 0 | route | 27 |
What is the term for the combination of exposure time with elevated temperature that results in tissue injuries? [IEEE C95.1]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Critical thermal maximum
1. Etiology
2. Metabolic acidosis
3. Hyperkalemia | What is the term for the combination of exposure time with elevated temperature that results in tissue injuries? [IEEE C95.1]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Critical thermal maximum
1. Etiology
2. Metabolic acidosis
3. Hyperkalemia | Explanation: The combination of exposure time and elevated temperature leading to tissue injury is a form of thermal injury.
Answer: 0 | 0 | 0 | 27 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 28 |
What priority treatment is provided to MPS-subscribed UEs before the MPS application service session invocation? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Priority treatment for access and attachment to the network
1. Priority t... | What priority treatment is provided to MPS-subscribed UEs before the MPS application service session invocation? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Priority treatment for access and attachment to the network
1. Priority t... | Explanation: MPS-subscribed UEs receive priority treatment during the initial access and attachment phases to the network before the application service session is invoked.
Answer: 0 | 0 | 0 | 34 | 25 | 0 | 0 | 1 | 1 | 1 | accept | 29 |
What does EES service area specify? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Access to the EEC
1. Access to the EAS
2. Access to the EDN
3. The location of the UE within the network
4. The location of the EES within the PLMN | What does EES service area specify? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Access to the EEC
1. Access to the EAS
2. Access to the EDN
3. The location of the UE within the network
4. The location of the EES within the PLMN | Explanation: The EES service area specifies the location of the EES within the Public Land Mobile Network (PLMN).
Answer: 4 | 4 | 4 | 30 | 20 | 0 | 0 | 1 | 1 | 1 | accept | 32 |
What is DHCP used for? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To obtain an IP address, subnet mask, default gateway, and DNS server information
1. To obtain an IP address and subnet mask only
2. To obtain an IP address and default gat... | What is DHCP used for? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To obtain an IP address, subnet mask, default gateway, and DNS server information
1. To obtain an IP address and subnet mask only
2. To obtain an IP address and default gat... | Explanation: DHCP is a network management protocol used to automatically assign network configuration parameters to devices.
Answer: 0 | 0 | 0 | 24 | 18 | 0 | 0 | 1 | 1 | 1 | accept | 33 |
What is the maximum number of PDU Sessions? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. 128
1. 32
2. 8
3. 256
4. 64 | What is the maximum number of PDU Sessions? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. 128
1. 32
2. 8
3. 256
4. 64 | Explanation: The maximum number of PDU Sessions supported in 3GPP Release 17 is 64.
Answer: 4 | 4 | 3 | 30 | 16 | 0 | 0 | 0 | 0 | 0 | route | 37 |
What does the term 'fully connected' mean in the context of network structure for anonymous routing?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Nodes can potentially connect to most or all other nodes
1. Nodes can potentially connect to at least h... | What does the term 'fully connected' mean in the context of network structure for anonymous routing?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Nodes can potentially connect to most or all other nodes
1. Nodes can potentially connect to at least h... | Explanation: In the context of network structure for anonymous routing, 'fully connected' implies that each node has the potential to connect to a large fraction, often most, of the other nodes in the network.
Answer: 0 | 0 | 0 | 47 | 36 | 0 | 0 | 1 | 1 | 1 | accept | 38 |
How can nanorobots be powered?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. By harvesting power from the environment
1. Through chemical reactions
2. Using an external power source
3. All of the above | How can nanorobots be powered?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. By harvesting power from the environment
1. Through chemical reactions
2. Using an external power source
3. All of the above | Explanation: Nanorobots can be powered through various methods, including drawing energy from their surroundings, utilizing chemical energy, or receiving power from external sources.
Answer: 3 | 3 | 3 | 37 | 25 | 0 | 0 | 1 | 1 | 1 | accept | 40 |
Which M2M (machine to machine) communication method involves the eNB (eNodeB)-to-MTCG (machine-type communication gateway) and MTCG-to-MTCD (machine-type communication device) links?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Direct transmission b... | Which M2M (machine to machine) communication method involves the eNB (eNodeB)-to-MTCG (machine-type communication gateway) and MTCG-to-MTCD (machine-type communication device) links?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Direct transmission b... | Explanation: The scenario described, involving an eNB connecting to an MTCG, which in turn connects to the MTCD, is characteristic of a multi-hop communication setup utilizing a gateway.
Answer: 1 | 1 | 1 | 45 | 30 | 0 | 0 | 1 | 1 | 1 | accept | 41 |
What is anomaly detection?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The process of identifying data instances that are considered normal
1. The process of detecting data instances that significantly deviate from the majority of data instances
2.... | What is anomaly detection?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The process of identifying data instances that are considered normal
1. The process of detecting data instances that significantly deviate from the majority of data instances
2.... | Explanation: Anomaly detection is the process of identifying data points that do not conform to the expected pattern or behavior of the rest of the data.
Answer: 1 | 1 | 1 | 35 | 28 | 0 | 0 | 1 | 1 | 1 | accept | 44 |
What does the NEF check before performing a PFD management request? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Authentication status of the AF
1. Authorization status of the NEF
2. Provisioning status of the PFD data
3. Authoriza... | What does the NEF check before performing a PFD management request? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Authentication status of the AF
1. Authorization status of the NEF
2. Provisioning status of the PFD data
3. Authoriza... | Explanation: The NEF verifies the authorization status of the NEF itself before proceeding with a PFD management request.
Answer: 1 | 1 | 3 | 29 | 20 | 0 | 0 | 0 | 0 | 0 | route | 55 |
Which application is associated with the Gas sensors for home activity monitoring dataset?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Industry
1. Smart city
2. Healthcare
3. Transportation
4. Smart home | Which application is associated with the Gas sensors for home activity monitoring dataset?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Industry
1. Smart city
2. Healthcare
3. Transportation
4. Smart home | Explanation: Gas sensors used for monitoring activities within a home environment directly relate to the functionality of a smart home system.
Answer: 4 | 4 | 4 | 29 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 57 |
What does the BSSID field in the MAC header of a PS-Poll frame contain? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The BSSID of the sender's access point
1. The BSSID of the receiver's access point
2. The BSSID of the wireless networ... | What does the BSSID field in the MAC header of a PS-Poll frame contain? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The BSSID of the sender's access point
1. The BSSID of the receiver's access point
2. The BSSID of the wireless networ... | Explanation: In a PS-Poll frame, the BSSID field identifies the Basic Service Set Identifier of the access point that is being polled.
Answer: 4 | 4 | 4 | 35 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 58 |
What is the difference between virtual machines (VMs) and containers?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. VMs have lower virtualization overhead
1. Containers fully emulate the OS kernel and hardware
2. Containers share the hardware and ker... | What is the difference between virtual machines (VMs) and containers?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. VMs have lower virtualization overhead
1. Containers fully emulate the OS kernel and hardware
2. Containers share the hardware and ker... | Explanation: VMs virtualize the entire hardware stack, including the guest OS, while containers virtualize the operating system layer, sharing the host's kernel.
Answer: 2 | 2 | 2 | 37 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 59 |
What is the relationship between the Byzantine attack and defense?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. They are mutually exclusive
1. They are mutually supportive
2. They are mutually restrained
3. They are independent
4. None of the above | What is the relationship between the Byzantine attack and defense?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. They are mutually exclusive
1. They are mutually supportive
2. They are mutually restrained
3. They are independent
4. None of the above | Explanation: The Byzantine attack and defense are inherently linked, as the defense mechanisms are specifically designed to counteract the malicious actions of the Byzantine attack.
Answer: 1 | 1 | 2 | 34 | 27 | 0 | 0 | 0 | 0 | 0 | route | 60 |
What type of clock synchronization should the 3GPP system support across 5G-based Ethernet links with PDU-session type Ethernet? [3GPP Release 19]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. IEEE 802.1AS
1. IEEE 802.1Qbv
2. Better than 1µs accuracy... | What type of clock synchronization should the 3GPP system support across 5G-based Ethernet links with PDU-session type Ethernet? [3GPP Release 19]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. IEEE 802.1AS
1. IEEE 802.1Qbv
2. Better than 1µs accuracy... | Explanation: For precise timing synchronization across 5G-based Ethernet links supporting PDU-session type Ethernet, the system should support IEEE 802.1AS.
Answer: 0 | 0 | 0 | 41 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 61 |
Which type of retrial policy naturally arises in applications such as call centers and telephone exchange systems?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Classical retrial policy
1. Constant retrial policy
2. Both policies naturally arise
3. N... | Which type of retrial policy naturally arises in applications such as call centers and telephone exchange systems?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Classical retrial policy
1. Constant retrial policy
2. Both policies naturally arise
3. N... | Explanation: Call centers and telephone exchange systems typically require a policy where retries are attempted after a fixed or predetermined interval, which aligns with the constant retrial policy.
Answer: 1 | 1 | 0 | 39 | 30 | 0 | 0 | 0 | 0 | 0 | route | 67 |
What is the purpose of the enhancements in the feature VoIMS via Trusted and Untrusted WLAN access? [3GPP Release 15]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To enable QoS differentiation and better user experience
1. To extend the reach of Pro... | What is the purpose of the enhancements in the feature VoIMS via Trusted and Untrusted WLAN access? [3GPP Release 15]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To enable QoS differentiation and better user experience
1. To extend the reach of Pro... | Explanation: The enhancements in VoIMS via Trusted and Untrusted WLAN access aim to manage and secure the communication path for VoIMS services when using different types of WLAN access.
Answer: 0 | 0 | 0 | 40 | 31 | 0 | 0 | 1 | 1 | 1 | accept | 69 |
What does payload of a drone refer to?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The flying mechanism of the drone
1. The distance that the drone can be remotely controlled
2. The maximum weight that a drone can carry
3. The altitude that the dro... | What does payload of a drone refer to?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The flying mechanism of the drone
1. The distance that the drone can be remotely controlled
2. The maximum weight that a drone can carry
3. The altitude that the dro... | Explanation: The payload of a drone refers to the external equipment or cargo it is designed to carry during its flight.
Answer: 2 | 2 | 2 | 29 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 73 |
What is the definition of unauthorized disclosure?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The use of a resource not consistent with the defined security policy
1. The process of making information available to unauthorized individuals, entitie... | What is the definition of unauthorized disclosure?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The use of a resource not consistent with the defined security policy
1. The process of making information available to unauthorized individuals, entitie... | Explanation: Unauthorized disclosure is the act of revealing information to parties who do not have the proper permission to see it.
Answer: 1 | 1 | 1 | 29 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 75 |
What is the Next G Alliance?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A network deployment plan for 5G networks
1. A regulatory body for wireless communication
2. A company specializing in wireless spectrum allocation
3. An initiative to advance... | What is the Next G Alliance?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A network deployment plan for 5G networks
1. A regulatory body for wireless communication
2. A company specializing in wireless spectrum allocation
3. An initiative to advance... | Explanation: The Next G Alliance is an initiative focused on advancing the next generations of wireless networks specifically within North America.
Answer: 3 | 3 | 3 | 29 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 77 |
Which method of UAV (Unmanned Aerial Vehicle) battery recharging uses renewable energy generators such as solar cells and wind turbines?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Battery hotswapping
1. Laser-beam inflight recharging
2. Energy har... | Which method of UAV (Unmanned Aerial Vehicle) battery recharging uses renewable energy generators such as solar cells and wind turbines?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Battery hotswapping
1. Laser-beam inflight recharging
2. Energy har... | Explanation: Energy harvesting from the environment directly utilizes renewable sources like solar cells and wind turbines to recharge the UAV battery.
Answer: 2 | 2 | 2 | 29 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 80 |
What is the meaning of IMS Credentials?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A document that describes the information flow and support objects for a certain functional area.
1. A document used for evaluation of system performance.
2. A set ... | What is the meaning of IMS Credentials?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A document that describes the information flow and support objects for a certain functional area.
1. A document used for evaluation of system performance.
2. A set ... | Explanation: IMS Credentials refers to the necessary security data and functions that allow a terminal to access IMS when it lacks support for standard 3GPP access technologies or when accessing IMS through a Standalone Non-Public Network.
Answer: 2 | 2 | 2 | 50 | 38 | 0 | 0 | 1 | 1 | 1 | accept | 81 |
What is the equation that describes the probability mass function of a random variable in a Markov chain at time n+1?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. p(xn+1) = p(xn)p(xn+1|xn)
1. p(xn+1) = p(xn)p(xn-1)p(xn+1|xn-1)
2. p(xn+1) = p(xn)p(xn... | What is the equation that describes the probability mass function of a random variable in a Markov chain at time n+1?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. p(xn+1) = p(xn)p(xn+1|xn)
1. p(xn+1) = p(xn)p(xn-1)p(xn+1|xn-1)
2. p(xn+1) = p(xn)p(xn... | Explanation: The probability mass function at time $n+1$ is determined by the probability distribution at time $n$ and the transition probabilities from state $x_n$ to state $x_{n+1}$.
Answer: 0 | 0 | 0 | 50 | 29 | 0 | 0 | 1 | 1 | 1 | accept | 82 |
Which type of UAV (unmanned aerial vehicle) is not able to hover?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Fixed wing UAV
1. Rotorcraft UAV
2. Balloon UAV
3. All of the above
4. None of the above | Which type of UAV (unmanned aerial vehicle) is not able to hover?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Fixed wing UAV
1. Rotorcraft UAV
2. Balloon UAV
3. All of the above
4. None of the above | Explanation: Fixed-wing UAVs generate lift primarily through forward motion, making hovering impossible without external propulsion assistance.
Answer: 0 | 0 | 0 | 28 | 18 | 0 | 0 | 1 | 1 | 1 | accept | 83 |
Which technique is based on the principle of dual decomposition?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Tabu Search
1. Belief Propagation
2. Simulated annealing
3. Genetic algorithms
4. Primal-dual schema | Which technique is based on the principle of dual decomposition?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Tabu Search
1. Belief Propagation
2. Simulated annealing
3. Genetic algorithms
4. Primal-dual schema | Explanation: Primal-dual schema is a general framework that often employs dual decomposition to solve optimization problems.
Answer: 4 | 4 | 4 | 27 | 18 | 0 | 0 | 1 | 1 | 1 | accept | 84 |
How many sets of 3GPP PS Data Off Exempt Services can be configured by the HPLMN operator? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. One
1. Two
2. Three
3. Unlimited | How many sets of 3GPP PS Data Off Exempt Services can be configured by the HPLMN operator? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. One
1. Two
2. Three
3. Unlimited | Explanation: 3GPP Release 18 specifications do not impose a fixed limit on the number of PS Data Off Exempt Services that an HPLMN operator can configure.
Answer: 3 | 3 | 1 | 41 | 28 | 0 | 0 | 0 | 0 | 0 | route | 86 |
What are the three steps involved in generating the final development dataset for each DeepSense scenario?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Real-world data collection, data processing, and data filtering
1. Sensor calibration, data norma... | What are the three steps involved in generating the final development dataset for each DeepSense scenario?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Real-world data collection, data processing, and data filtering
1. Sensor calibration, data norma... | Explanation: The process involves preparing raw data through calibration and feature extraction, then using machine learning to build and test models, and finally visualizing and evaluating the results.
Answer: 0 | 0 | 0 | 38 | 30 | 0 | 0 | 1 | 1 | 1 | accept | 88 |
What is the Mumford-Shah model used for?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To minimize the total squared curvature of an image
1. To solve the max-flow problem for image processing
2. To approximate the intensity model of each pixel in an... | What is the Mumford-Shah model used for?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To minimize the total squared curvature of an image
1. To solve the max-flow problem for image processing
2. To approximate the intensity model of each pixel in an... | Explanation: The Mumford-Shah model is a variational method used to segment an image by finding an optimal partition that minimizes a combination of the energy of the segmentation (related to the boundaries) and the data fidelity term (related to the intensity within each region).
Answer: 3 | 3 | 3 | 58 | 46 | 0 | 0 | 1 | 1 | 1 | accept | 90 |
What is Extended DRX?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A framework for extending the range of DRX cycles
1. A power saving feature where paging cycles can range from seconds to several hours
2. A feature for managing access conditions an... | What is Extended DRX?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A framework for extending the range of DRX cycles
1. A power saving feature where paging cycles can range from seconds to several hours
2. A feature for managing access conditions an... | Explanation: Extended DRX is a power-saving feature that allows paging cycles to span from seconds up to several hours.
Answer: 1 | 1 | 1 | 30 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 92 |
What is a serving access point (AP)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The AP that manages a database of registered locations
1. The AP that supports fast BSS transitions
2. The AP responsible for measuring channel calibration
3. The AP t... | What is a serving access point (AP)?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The AP that manages a database of registered locations
1. The AP that supports fast BSS transitions
2. The AP responsible for measuring channel calibration
3. The AP t... | Explanation: A serving access point is the specific access point that a wireless client station is currently connected to and communicating with.
Answer: 3 | 3 | 3 | 30 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 93 |
What is the heuristic value used in the UCB1 algorithm to determine which arm to choose?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The uncertainty in the reward of each arm
1. The cumulative expected regret
2. The variance of the rewards
3. The p... | What is the heuristic value used in the UCB1 algorithm to determine which arm to choose?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The uncertainty in the reward of each arm
1. The cumulative expected regret
2. The variance of the rewards
3. The p... | Explanation: UCB1 balances the exploitation of known good arms (based on empirical mean reward) with the exploration of uncertain arms (based on the uncertainty).
Answer: 0 | 0 | 4 | 37 | 26 | 0 | 0 | 0 | 0 | 0 | route | 94 |
What is one benefit of utilizing nearby mobile resources for cloud-based infrastructures?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Hardware and platform heterogeneity
1. Proximity to the mobile clients
2. Resource utilization toward green comput... | What is one benefit of utilizing nearby mobile resources for cloud-based infrastructures?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Hardware and platform heterogeneity
1. Proximity to the mobile clients
2. Resource utilization toward green comput... | Explanation: Utilizing nearby mobile resources reduces latency by placing computing power closer to the end-users accessing the cloud infrastructure.
Answer: 1 | 1 | 1 | 29 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 95 |
What does the term SISO refer to?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Sum Interference at the Secondary Output
1. Single Input Single Output
2. Superposition of Interference from Sectors with Overload
3. Secrecy-Integrated System Operation
... | What does the term SISO refer to?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Sum Interference at the Secondary Output
1. Single Input Single Output
2. Superposition of Interference from Sectors with Overload
3. Secrecy-Integrated System Operation
... | Explanation: SISO stands for Single Input Single Output, a common term in systems engineering and signal processing.
Answer: 1 | 1 | 1 | 26 | 19 | 0 | 0 | 1 | 1 | 1 | accept | 96 |
What is graph learning?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The process of designing graphs for image compression
1. The process of estimating a graph Laplacian from data samples
2. The problem of obtaining a good graph from data observatio... | What is graph learning?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The process of designing graphs for image compression
1. The process of estimating a graph Laplacian from data samples
2. The problem of obtaining a good graph from data observatio... | Explanation: Graph learning is the field of machine learning that focuses on learning representations or functions from data structured as a graph.
Answer: 2 | 2 | 2 | 30 | 24 | 0 | 0 | 1 | 1 | 1 | accept | 97 |
What is the purpose of intra-level correlation? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To include IOI identities within SIP signalling.
1. To combine charging events belonging to the same service generated by different CTFs.
... | What is the purpose of intra-level correlation? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To include IOI identities within SIP signalling.
1. To combine charging events belonging to the same service generated by different CTFs.
... | Explanation: Intra-level correlation is used to group charging events that belong to the same charging session, even if they are generated by different Charging Trigger Functions (CTFs) over time.
Answer: 4 | 4 | 4 | 43 | 31 | 0 | 0 | 1 | 1 | 1 | accept | 98 |
What type of SLAs should be generated for special requests or customizations?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Static SLAs
1. Contractual SLAs
2. Main Agreed SLAs
3. Dynamic SLAs | What type of SLAs should be generated for special requests or customizations?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Static SLAs
1. Contractual SLAs
2. Main Agreed SLAs
3. Dynamic SLAs | Explanation: Special requests and customizations often require flexible agreement terms that adapt to the specific nature of the request.
Answer: 3 | 3 | 3 | 27 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 99 |
Which branch of machine learning uses trial and error to learn optimal action spaces?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Unsupervised Learning
1. Reinforcement Learning
2. Supervised Learning
3. Batch Learning
4. Model-based Learning | Which branch of machine learning uses trial and error to learn optimal action spaces?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Unsupervised Learning
1. Reinforcement Learning
2. Supervised Learning
3. Batch Learning
4. Model-based Learning | Explanation: Reinforcement Learning involves an agent learning to make optimal decisions by interacting with an environment through trial and error.
Answer: 1 | 1 | 1 | 29 | 22 | 0 | 0 | 1 | 1 | 1 | accept | 100 |
What is the biggest challenge in implementing Reconfigurable intelligent surfaces in aerial platforms?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Integration of smart surfaces in aerial platforms
1. Transmission of data via Internet protocol
2. De... | What is the biggest challenge in implementing Reconfigurable intelligent surfaces in aerial platforms?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Integration of smart surfaces in aerial platforms
1. Transmission of data via Internet protocol
2. De... | Explanation: The most significant hurdle involves designing and optimizing the RIS specifically for the unique operational constraints and environments of high-altitude aerial platforms.
Answer: 3 | 3 | 0 | 33 | 25 | 0 | 0 | 0 | 0 | 0 | route | 104 |
What is the definition of positioning service availability?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A service area solely relying on infrastructures and positioning technologies present anywhere 5G is present
1. The time taken to transfer a giv... | What is the definition of positioning service availability?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A service area solely relying on infrastructures and positioning technologies present anywhere 5G is present
1. The time taken to transfer a giv... | Explanation: Positioning service availability refers to the percentage of time the positioning service successfully provides the required location data according to its specified performance standards.
Answer: 3 | 3 | 3 | 33 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 105 |
What are meta molecules?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Signaling molecules that can be switched by a stimulus at the modulation site and have a final state that cannot be changed again
1. Signaling molecules that allow for a reset of ... | What are meta molecules?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Signaling molecules that can be switched by a stimulus at the modulation site and have a final state that cannot be changed again
1. Signaling molecules that allow for a reset of ... | Explanation: Metamolecules are signaling molecules that allow for the resetting of the switching process and can be modified multiple times.
Answer: 1 | 1 | 2 | 30 | 22 | 0 | 0 | 0 | 0 | 0 | route | 107 |
What does determinism refer to in communication? [3GPP Release 19]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The stability of the delay between transmission and receipt of messages
1. The periodicity of communication intervals
2. The time-critica... | What does determinism refer to in communication? [3GPP Release 19]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The stability of the delay between transmission and receipt of messages
1. The periodicity of communication intervals
2. The time-critica... | Explanation: In the context of communication, determinism relates to the predictability of timing aspects of the communication process.
Answer: 0 | 0 | 0 | 28 | 20 | 0 | 0 | 1 | 1 | 1 | accept | 108 |
In Rel-17, how are user-plane resources over a 3GPP access established in supporting an MA PDU Session? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. They are always established in the 5G core (5GC) network
1. They are established o... | In Rel-17, how are user-plane resources over a 3GPP access established in supporting an MA PDU Session? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. They are always established in the 5G core (5GC) network
1. They are established o... | Explanation: In Rel-17, for an MA PDU Session, user-plane resources can be established over various access types, including non-3GPP access, while still connecting to the 5GC.
Answer: 1 | 1 | 2 | 50 | 28 | 0 | 0 | 0 | 0 | 0 | route | 109 |
What is the definition of an IP-CAN bearer?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A logical interface between two RNCs in the same network.
1. A logical interface between two RNCs in different networks.
2. The data communications bearer provi... | What is the definition of an IP-CAN bearer?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A logical interface between two RNCs in the same network.
1. A logical interface between two RNCs in different networks.
2. The data communications bearer provi... | Explanation: An IP-CAN bearer is the mechanism that provides the underlying IP transport connectivity for a User Equipment (UE) to communicate with the IMS entities.
Answer: 3 | 3 | 2 | 37 | 27 | 0 | 0 | 0 | 0 | 0 | route | 111 |
What is an important aspect of efficient caching strategies?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Accurate prediction of demands
1. Intelligent routing decisions
2. Optimal network dimensioning
3. QoS metrics | What is an important aspect of efficient caching strategies?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Accurate prediction of demands
1. Intelligent routing decisions
2. Optimal network dimensioning
3. QoS metrics | Explanation: Efficient caching heavily relies on accurately predicting which data will be requested next to ensure the right content is stored close to the user.
Answer: 0 | 0 | 0 | 33 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 114 |
What is the purpose of the primal-dual method in optimizing resource allocation?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To find the optimal weights for a weighted sum of different KPIs
1. To find the optimal Lagrange multipliers and policy
2. ... | What is the purpose of the primal-dual method in optimizing resource allocation?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To find the optimal weights for a weighted sum of different KPIs
1. To find the optimal Lagrange multipliers and policy
2. ... | Explanation: The primal-dual method is used to find the optimal solution by simultaneously solving the primal problem (the original optimization problem) and its dual problem, often involving Lagrange multipliers.
Answer: 1 | 1 | 1 | 42 | 31 | 0 | 0 | 1 | 1 | 1 | accept | 115 |
What is the goal of an encryption scheme in terms of security?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To be unconditionally secure
1. To withstand a chosen ciphertext attack
2. To withstand a chosen text attack
3. To exceed the value of the en... | What is the goal of an encryption scheme in terms of security?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To be unconditionally secure
1. To withstand a chosen ciphertext attack
2. To withstand a chosen text attack
3. To exceed the value of the en... | Explanation: The primary goal of a modern encryption scheme is to ensure that an unauthorized party cannot deduce the plaintext from the ciphertext, which is achieved through computational security.
Answer: 4 | 4 | 4 | 38 | 31 | 0 | 0 | 1 | 1 | 1 | accept | 116 |
Which of the following is NOT supported by PDCP packet duplication? [3GPP Release 15]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Signalling Radio Bearers (SRBs) using RLC AM
1. Data Radio Bearers (DRBs) using RLC UM
2. Data Radio Bearers (DRBs) us... | Which of the following is NOT supported by PDCP packet duplication? [3GPP Release 15]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Signalling Radio Bearers (SRBs) using RLC AM
1. Data Radio Bearers (DRBs) using RLC UM
2. Data Radio Bearers (DRBs) us... | Explanation: PDCP packet duplication is primarily used to ensure data delivery reliability across different radio bearers or interfaces, but it is not inherently a feature designed to support the specific operational requirements of Signalling Radio Bearers (SRBs) which typically rely on reliable signalling protocols.
... | 0 | 2 | 59 | 46 | 0 | 0 | 0 | 0 | 0 | route | 118 |
What LAN (Local Area Network) access technique uses persistence algorithms?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Token ring
1. Token bus
2. CSMA/CD
3. CSMA/SD
4. CSMA/CA | What LAN (Local Area Network) access technique uses persistence algorithms?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Token ring
1. Token bus
2. CSMA/CD
3. CSMA/SD
4. CSMA/CA | Explanation: CSMA/CA employs persistence algorithms to manage access to the shared medium, often involving backoff timers.
Answer: 4 | 4 | 2 | 29 | 18 | 0 | 0 | 0 | 0 | 0 | route | 119 |
What are the advantages of integrating satellite networks into IoT (Internet of things) networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Lower transmit power and reduced energy consumption
1. Extended and complemented cellular coverage
2. Glob... | What are the advantages of integrating satellite networks into IoT (Internet of things) networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Lower transmit power and reduced energy consumption
1. Extended and complemented cellular coverage
2. Glob... | Explanation: Satellite networks offer significant advantages to IoT by providing global reach, complementing terrestrial network limitations, and supporting critical applications like disaster response.
Answer: 4 | 4 | 4 | 33 | 25 | 0 | 0 | 1 | 1 | 1 | accept | 121 |
In an infrastructure BSS, what is the BSSID? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The destination address for frames
1. The source address for frames
2. The MAC address of the wireless interface
3. The transmitter address | In an infrastructure BSS, what is the BSSID? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The destination address for frames
1. The source address for frames
2. The MAC address of the wireless interface
3. The transmitter address | Explanation: The BSSID is the MAC address of the Access Point (AP) that forms the Basic Service Set (BSS).
Answer: 2 | 2 | 2 | 33 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 123 |
What is the definition of the domain in transfer learning?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A domain is composed of two parts: a feature space and a marginal distribution.
1. A domain is composed of two parts: a feature space and a decis... | What is the definition of the domain in transfer learning?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A domain is composed of two parts: a feature space and a marginal distribution.
1. A domain is composed of two parts: a feature space and a decis... | Explanation: In the context of transfer learning, a domain is fundamentally defined by the characteristics of the data it contains, specifically its feature space and the underlying probability distribution of that data.
Answer: 0 | 0 | 0 | 42 | 34 | 0 | 0 | 1 | 1 | 1 | accept | 125 |
What happens when the macCapReduction is TRUE? [IEEE 802.15.4]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The first superframe has the CAP and all other superframes do not have a CAP
1. The first superframe does not have a CAP and all other superf... | What happens when the macCapReduction is TRUE? [IEEE 802.15.4]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The first superframe has the CAP and all other superframes do not have a CAP
1. The first superframe does not have a CAP and all other superf... | Explanation: When macCapReduction is TRUE, the Contention Access Period (CAP) is only present in the first superframe, and subsequent superframes do not have a CAP.
Answer: 0 | 0 | 0 | 42 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 127 |
What are the advantages of recognizing a problem as a convex optimization problem?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The problem can be solved reliably using interior-point methods
1. The problem can be solved efficiently using special me... | What are the advantages of recognizing a problem as a convex optimization problem?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The problem can be solved reliably using interior-point methods
1. The problem can be solved efficiently using special me... | Explanation: Recognizing a problem as a convex optimization problem guarantees desirable mathematical properties that lead to efficient and reliable solutions.
Answer: 3 | 3 | 3 | 28 | 22 | 0 | 0 | 1 | 1 | 1 | accept | 128 |
What is the purpose of the new features introduced in Rel-16 for positioning in New Radio?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To enhance the accuracy of range estimates
1. To improve the efficiency of uplink and downlink reference signal d... | What is the purpose of the new features introduced in Rel-16 for positioning in New Radio?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To enhance the accuracy of range estimates
1. To improve the efficiency of uplink and downlink reference signal d... | Explanation: The new features in Rel-16 for positioning are primarily aimed at improving the accuracy of range estimates.
Answer: 0 | 0 | 0 | 29 | 20 | 0 | 0 | 1 | 1 | 1 | accept | 131 |
Which identity is used for filtering of packets at the physical layer of the receiver in NR sidelink communication? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. CS-RNTI
1. TPC-SRS-RNTI
2. Source Layer-2 ID (LSB part)
3. CI-RNTI
4. ... | Which identity is used for filtering of packets at the physical layer of the receiver in NR sidelink communication? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. CS-RNTI
1. TPC-SRS-RNTI
2. Source Layer-2 ID (LSB part)
3. CI-RNTI
4. ... | Explanation: At the physical layer of the receiver in NR sidelink communication, the filtering of packets is primarily done using the Source Layer-2 ID (LSB part) to identify the sender.
Answer: 2 | 2 | 2 | 45 | 32 | 0 | 0 | 1 | 1 | 1 | accept | 132 |
Which two new QoS Class Identifiers (QCIs) are added in 5G for Ultra Low Latency GBR services? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. QCI 80 and QCI 81
1. QCI 84 and QCI 85
2. QCI 82 and QCI 83
3. QCI 86 and QCI 87 | Which two new QoS Class Identifiers (QCIs) are added in 5G for Ultra Low Latency GBR services? [3GPP Release 18]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. QCI 80 and QCI 81
1. QCI 84 and QCI 85
2. QCI 82 and QCI 83
3. QCI 86 and QCI 87 | Explanation: 3GPP Release 18 introduced specific QCIs to support the stringent requirements of Ultra Low Latency GBR services.
Answer: 2 | 2 | 1 | 34 | 20 | 0 | 0 | 0 | 0 | 0 | route | 133 |
What is a mesh gate?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A basic service set (BSS) that forms a self-contained network of mesh stations (STAs) that use the same mesh profile.
1. The set of all neighbor mesh stations (STAs) of a particular m... | What is a mesh gate?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A basic service set (BSS) that forms a self-contained network of mesh stations (STAs) that use the same mesh profile.
1. The set of all neighbor mesh stations (STAs) of a particular m... | Explanation: A mesh gate is an entity that combines the functions of a mesh station and a distribution system access function to provide access to a single distribution system for the mesh basic service set.
Answer: 3 | 3 | 3 | 43 | 37 | 0 | 0 | 1 | 1 | 1 | accept | 134 |
What is byte code?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A network element responsible for radio transmission and reception in one or more cells
1. A hardware machine independent representation of a primitive computer operation
2. The time du... | What is byte code?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A network element responsible for radio transmission and reception in one or more cells
1. A hardware machine independent representation of a primitive computer operation
2. The time du... | Explanation: Bytecode is a low-level, intermediate code that is executed by a virtual machine.
Answer: 1 | 1 | 1 | 26 | 16 | 0 | 0 | 1 | 1 | 1 | accept | 136 |
What is the potential problem with relying on a single train-test split for small sample sizes?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. It provides an incomplete picture of model performance
1. It decreases the interpretability of the results
2... | What is the potential problem with relying on a single train-test split for small sample sizes?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. It provides an incomplete picture of model performance
1. It decreases the interpretability of the results
2... | Explanation: A single split might result in a test set that is not representative of the true data distribution, leading to an unreliable performance estimate.
Answer: 0 | 0 | 0 | 34 | 27 | 0 | 0 | 1 | 1 | 1 | accept | 138 |
What are the four basic combinations of security associations listed in the IPsec Architecture document?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. AH in transport mode, ESP in transport mode, ESP followed by AH in transport mode, AH or ESP in tun... | What are the four basic combinations of security associations listed in the IPsec Architecture document?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. AH in transport mode, ESP in transport mode, ESP followed by AH in transport mode, AH or ESP in tun... | Explanation: The four basic combinations cover the different ways Authentication Header (AH) and Encapsulating Security Payload (ESP) can be used in either transport or tunnel mode.
Answer: 2 | 2 | 0 | 40 | 28 | 0 | 0 | 0 | 0 | 0 | route | 140 |
How are flight data and passenger files uploaded/downloaded to/from the aircraft using Aeronautical Ad-hoc Networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Via physical disk
1. Through satellite links
2. Using Ground Stations at airports
3. Vi... | How are flight data and passenger files uploaded/downloaded to/from the aircraft using Aeronautical Ad-hoc Networks?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Via physical disk
1. Through satellite links
2. Using Ground Stations at airports
3. Vi... | Explanation: Aeronautical Ad-hoc Networks (AANs) are designed for dynamic, peer-to-peer communication, making real-time wireless exchange the primary method for data transfer.
Answer: 3 | 3 | 3 | 44 | 23 | 0 | 0 | 1 | 1 | 1 | accept | 142 |
How does Babel request a new sequence number?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Global synchronization
1. Periodic increase
2. Hop by hop forwarding
3. Explicit request to the source
4. Duplicate detection | How does Babel request a new sequence number?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Global synchronization
1. Periodic increase
2. Hop by hop forwarding
3. Explicit request to the source
4. Duplicate detection | Explanation: Babel requests a new sequence number by explicitly asking the source node for one.
Answer: 3 | 3 | 3 | 23 | 17 | 0 | 0 | 1 | 1 | 1 | accept | 143 |
What does the recipient of an RTS frame respond with? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. An EIFS frame
1. A NAV frame
2. A DIFS frame
3. A CTS frame
4. An SIFS frame | What does the recipient of an RTS frame respond with? [IEEE 802.11]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. An EIFS frame
1. A NAV frame
2. A DIFS frame
3. A CTS frame
4. An SIFS frame | Explanation: The recipient of an RTS frame responds with a CTS frame to acknowledge the request and reserve the medium.
Answer: 3 | 3 | 3 | 28 | 22 | 0 | 0 | 1 | 1 | 1 | accept | 145 |
Which protocol is commonly used for file transfers over the internet?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. FTP
1. SMTP
2. HTTP
3. SSH
4. POP3 | Which protocol is commonly used for file transfers over the internet?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. FTP
1. SMTP
2. HTTP
3. SSH
4. POP3 | Explanation: FTP is specifically designed and commonly used for transferring files between a client and a server over a network.
Answer: 0 | 0 | 0 | 28 | 22 | 0 | 0 | 1 | 1 | 1 | accept | 148 |
Why is it important for services to remain in close proximity to their end users in real-time applications?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To reduce communication latency
1. To ensure high bandwidth connectivity
2. To enable low latenc... | Why is it important for services to remain in close proximity to their end users in real-time applications?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. To reduce communication latency
1. To ensure high bandwidth connectivity
2. To enable low latenc... | Explanation: Keeping services close to end users minimizes the physical distance data must travel, which directly reduces the time delay experienced in real-time interactions.
Answer: 0 | 0 | 2 | 35 | 26 | 0 | 0 | 0 | 0 | 0 | route | 149 |
Which operator is typically used as the final nonlinearity for classification problems?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Sigmoid
1. ReLU
2. Max-pooling
3. Softmax
4. Tanh | Which operator is typically used as the final nonlinearity for classification problems?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Sigmoid
1. ReLU
2. Max-pooling
3. Softmax
4. Tanh | Explanation: Softmax is specifically designed to convert raw output scores into a probability distribution over multiple classes.
Answer: 3 | 3 | 3 | 26 | 19 | 0 | 0 | 1 | 1 | 1 | accept | 151 |
Which layers are described in the 36.300 series? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Layer 1 and Layer 2
1. Layer 2 and Layer 3
2. Layer 1 and Layer 3
3. Only Layer 1
4. Only Layer 3 | Which layers are described in the 36.300 series? [3GPP Release 17]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Layer 1 and Layer 2
1. Layer 2 and Layer 3
2. Layer 1 and Layer 3
3. Only Layer 1
4. Only Layer 3 | Explanation: The 36.300 series in 3GPP Release 17 primarily describes the Radio Resource Control (RRC) protocol, which operates at Layer 3.
Answer: 4 | 4 | 1 | 45 | 23 | 0 | 0 | 0 | 0 | 0 | route | 153 |
What is the decentralized subgradient method called that uses the Push-Sum algorithm?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Push-Gradient method
1. Push-Pull method
2. Subgradient-Pull method
3. Subgradient-Push method | What is the decentralized subgradient method called that uses the Push-Sum algorithm?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Push-Gradient method
1. Push-Pull method
2. Subgradient-Pull method
3. Subgradient-Push method | Explanation: The decentralized subgradient method that leverages the Push-Sum algorithm is known as the Subgradient-Push method.
Answer: 3 | 3 | 3 | 30 | 18 | 0 | 0 | 1 | 1 | 1 | accept | 154 |
What does the abbreviation MDP stand for?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Markovian Decision Policies
1. Massive Data Processing
2. Machine Delegated Processes
3. Minimum Detectable Power
4. Markov Decision Process | What does the abbreviation MDP stand for?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Markovian Decision Policies
1. Massive Data Processing
2. Machine Delegated Processes
3. Minimum Detectable Power
4. Markov Decision Process | Explanation: MDP is a common abbreviation in the field of reinforcement learning and control theory.
Answer: 4 | 4 | 4 | 23 | 17 | 0 | 0 | 1 | 1 | 1 | accept | 155 |
What is a teleservice?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A telecommunication service that uses short messages requiring a low transmission rate
1. A type of telecommunication service that provides complete capability for communication bet... | What is a teleservice?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A telecommunication service that uses short messages requiring a low transmission rate
1. A type of telecommunication service that provides complete capability for communication bet... | Explanation: A teleservice is a general term for a service provided through telecommunication networks to meet a specific user need.
Answer: 2 | 2 | 1 | 30 | 22 | 0 | 0 | 0 | 0 | 0 | route | 156 |
What is the decision horizon in a Markov Decision Process?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The decision horizon represents the number of states in the system.
1. The decision horizon represents the number of actions in the system.
2. Th... | What is the decision horizon in a Markov Decision Process?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The decision horizon represents the number of states in the system.
1. The decision horizon represents the number of actions in the system.
2. Th... | Explanation: The decision horizon defines the total number of time steps or decision epochs over which the agent will make decisions in the MDP.
Answer: 2 | 2 | 2 | 32 | 26 | 0 | 0 | 1 | 1 | 1 | accept | 157 |
What are some of the emerging applications that demand high-throughput and low-latency?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Email and web browsing
1. Social media and online shopping
2. Augmented and virtual reality, gaming, remote office, ... | What are some of the emerging applications that demand high-throughput and low-latency?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. Email and web browsing
1. Social media and online shopping
2. Augmented and virtual reality, gaming, remote office, ... | Explanation: These applications require rapid data processing and minimal delay for a seamless user experience.
Answer: 2 | 2 | 2 | 23 | 17 | 0 | 0 | 1 | 1 | 1 | accept | 159 |
Which group in the MIB is responsible for network adapters? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. System
1. Interfaces
2. IP
3. ICMP
4. TCP | Which group in the MIB is responsible for network adapters? [TCP/IP]
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. System
1. Interfaces
2. IP
3. ICMP
4. TCP | Explanation: Network adapters are represented as network interfaces within the MIB structure.
Answer: 1 | 1 | 1 | 21 | 14 | 0 | 0 | 1 | 1 | 1 | accept | 161 |
What is one of the key concerns in WSN (wireless sensor network) design related to the network connectivity?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The coverage area
1. The number of active nodes
2. The network lifetime
3. The network security | What is one of the key concerns in WSN (wireless sensor network) design related to the network connectivity?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. The coverage area
1. The number of active nodes
2. The network lifetime
3. The network security | Explanation: Maintaining reliable communication paths between all nodes is crucial for data collection, which is directly related to the network's connectivity.
Answer: 0 | 0 | 1 | 32 | 23 | 0 | 0 | 0 | 0 | 0 | route | 163 |
What is a (differentiable) d-dimensional manifold?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A space that is globally spherical
1. A space that is globally Euclidean
2. A space that is locally spherical
3. A space that is locally Euclidean | What is a (differentiable) d-dimensional manifold?
Provide the answer in the following format:
Explanation: <one_sentence_explanation>
Answer: <choice_number_only>
0. A space that is globally spherical
1. A space that is globally Euclidean
2. A space that is locally spherical
3. A space that is locally Euclidean | Explanation: A differentiable manifold is a topological space that locally resembles Euclidean space, allowing for the definition of calculus.
Answer: 3 | 3 | 3 | 28 | 21 | 0 | 0 | 1 | 1 | 1 | accept | 164 |
End of preview. Expand in Data Studio
TeleQnA router data, Gemma4-E4B
Training data for a quality-estimation classifier over Gemma4-E4B answers on TeleQnA. Each row is one question on one run: the model's own answer text and a label saying whether that answer was correct.
Companion to ymoslem/TeleQnA-router,
which holds the same thing for Qwen3-4B-Instruct. The schema is identical, so
the same training script works on either by changing the dataset name.
| Split | Rows | Questions | Runs | Accept rate |
|---|---|---|---|---|
train_gemma4_e4b |
45,000 | 9,000 | 5 | 0.689 |
test_gemma4_e4b |
5,000 | 1,000 | 5 | 0.674 |
Why this model
On a single A100 the Stage 1 routing selects Gemma4-E4B for the efficient tier at a 20 ms budget, where a two-card configuration selected Qwen3-4B-Instruct. A quality estimator reads the efficient model's own output, so it is specific to that model and cannot be carried across the change.
Fields
| Field | Description |
|---|---|
question |
TeleQnA question |
prompt |
The prompt as served |
full_output |
Gemma4-E4B's answer |
answer, ground_truth_answer |
Parsed and gold answers |
score, accuracy, decision_label |
1 if the answer was correct, else 0 |
decision_str |
accept or route |
num_tokens, num_words |
Output length |
cluster |
0 or 1, the Stage 1 cluster |
run |
0-4 |
qid |
Stable per-question key for joining across models and runs |
Provenance
Generated with vLLM 0.19.0 on 1 x NVIDIA A100 80GB at concurrency 32, five runs,
using gemma-4-E4B-it. Labels are recomputed from full_output with the current
grader rather than read from a stored field.
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