messages list | metadata unknown |
|---|---|
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "29.002",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "36.133",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "### Problem Statement"
},
{
"role": "assistant",
"content": "### Problem Statement\n\nA digital communication system transmits data using 16-QAM modulation over an AWGN channel. The system has the following parameters:\n- Transmit power: \\( P_t = 20 \\) dBm\n- Cabl... | {
"source": "telemath_deepseek_targeted_s1v2",
"benchmark": "telemath",
"topic": "ber_modulation",
"stage1v4_category": "telemath_new"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is a potential countermeasure against spoofing attacks?\n\nA) Using encryption and ph... | {
"source": "gsma_teleqna_extra",
"benchmark": "teleqna",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question about 3GPP NR specifications. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nFor PDSCH mapping type B, what is the minimum allocation le... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "For an M/M/1 queue with arrival rate λ = 37.0 and service rate μ = 82.8, determine the average system time, average queue length, and server utilization."
},
{
"role": "assistant",
"content": "We need to compute for an M/M/1 queue with arrival rate λ = 37.0, service... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "system",
"content": "You are a 5G wireless network drive-test analyst. The user provides tabular drive-test data with engineering parameters and asks you to identify the root cause of throughput degradation.\n\nInstructions:\n- Analyze the pipe-delimited measurement data carefully\n- Consider RSR... | {
"source": "telelogs_deepseek_augment_stage1",
"benchmark": "telelogs",
"question_hash": "033156ad9280b1048415b944d2d21634",
"stage1v4_category": "telelogs_aug"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Calculate the signal-to-quantization noise ratio (SQNR) in dB for a 12-bit uniform quantizer with a full-scale sinusoidal input."
},
{
"role": "assistant",
"content": "We need to compute SQNR in dB for a 12-bit uniform quantizer with a full-scale sinusoidal input.\n... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Based on the passage, which role must the O-DU assume when acting as a PTP master compliant with ITU-T G.8275.1 profile under nominal conditions?"
},
{
"role": "assistant",
"content": "Based on the passage, which role must the O-DU assume when acting as a PTP master... | {
"source": "oranbench_deepseek_s1v3",
"benchmark": "oranbench",
"wg": "WG4_Open-Fronthaul",
"spec_file": "O-RAN.WG4.IOT.0-v02.00.pdf",
"stage1v4_category": "oranbench_new"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nLet f(x,y) = x^2 - 2xy + y^3 for all real x and y. Which of the following is true?\n\nA) f... | {
"source": "mmlu_replay",
"benchmark": "general_mcq",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is the purpose of the `receiver_controller` class?\n\nA) 1. To manage the Open Fronth... | {
"source": "gsma_srsranbench_extra",
"benchmark": "srsranbench",
"stage1v4_category": "v8_original"
} |
[
{
"role": "system",
"content": "You are an expert problem solver. Your task is to solve numerical exercises by following these guidelines:\n1. Understand the Goal: Clearly identify what the problem is asking.\n2. Reason Step-by-Step: Provide a clear, sequential reasoning process.\n3. Unit Management: Track ... | {
"source": "gsm8k_replay",
"benchmark": "general_math",
"stage1v4_category": "gsm8k_replay"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is the primary objective of the ORAN.WG8.IOT.039 test case?\n\nA) To verify the funct... | {
"source": "oran_bench_13k_extra",
"benchmark": "oranbench",
"difficulty": "medium",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "21.918",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "21.918",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nWhich Index values have $ O = X $?\n\nA) 2, 3, 7, 10\nB) 2, 3, 7, 11, 13\nC) 2, 3, 7, 8\... | {
"source": "gsma_teletables_extra",
"benchmark": "teletables",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_deepseek_stage1",
"benchmark": "3gpp_tsg",
"spec_id": "27007-i80",
"series": "27_series",
"classified_wg": "CT3",
"stage1v4_category": "3gpp_wg_new"
} |
[
{
"role": "user",
"content": "5G drive-test throughput analysis:\n\nOver a 90-second measurement window:\n- 9 handover events detected (serving PCI changed 9 times)\n- Average SS-RSRP: -80.2 dBm (adequate)\n- Average SS-SINR: 8.2 dB (adequate)\n- DL Throughput: 391 Mbps (below 600 Mbps)\n- GPS Speed: 25 km/... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Analyze the 5G wireless network drive-test user plane data and engineering parameters.\nIdentify the reason for the throughput dropping below 600Mbps in certain road sections.\nFrom the following 8 potential root causes, select the most likely one and enclose its number in \\bo... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Calculate the free-space path loss in dB for a signal at 3500 MHz over a distance of 2.4 km using the formula FSPL = 32.44 + 20*log10(f_MHz) + 20*log10(d_km). Provide the numerical answer in \\boxed{}."
},
{
"role": "assistant",
"content": "Alright, let's go step-by... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Analyze the 5G wireless network drive-test user plane data and engineering parameters.\nIdentify the reason for the throughput dropping below 600Mbps in certain road sections.\nFrom the following 8 potential root causes, select the most likely one and enclose its number in \\bo... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_deepseek_stage1",
"benchmark": "3gpp_tsg",
"spec_id": "36425-i00",
"series": "36_series",
"classified_wg": "RAN3",
"stage1v4_category": "3gpp_wg_new"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat does the abbreviation \"DDDS\" stand for in the context of Open Radio Access Networks... | {
"source": "gsma_oranbench_extra",
"benchmark": "oranbench",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Based on Figure 4.2.3.1-1 and the accompanying text, which of the following functions is explicitly stated as residing in the O-RU for uplink processing?"
},
{
"role": "assistant",
"content": "Based on Figure 4.2.3.1-1 and the accompanying text, which of the followi... | {
"source": "oranbench_deepseek_s1v3",
"benchmark": "oranbench",
"wg": "WG4_Open-Fronthaul",
"spec_file": "O-RAN.WG4.TS.CUS.0-R004-v19.00.pdf",
"stage1v4_category": "oranbench_new"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nStatement 1| The maximum margin decision boundaries that support vector machines construct... | {
"source": "mmlu_replay",
"benchmark": "general_mcq",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "25.433",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "For a 64-QAM modulation scheme operating over an AWGN channel with Eb/N0 = 14.4 dB, determine the symbol energy to noise ratio Es/N0 in dB."
},
{
"role": "assistant",
"content": "We need to compute Es/N0 in dB for 64-QAM with given Eb/N0 = 14.4 dB. Relationship betw... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "A sinusoidal signal with a frequency of 3 kHz and an amplitude of 2 V is sampled at a rate of 8 kHz and then uniformly quantized using a 12-bit PCM system. Calculate the signal-to-quantization-noise ratio (SQNR) in dB."
},
{
"role": "assistant",
"content": "Let's so... | {
"source": "telemath_boost_s1v4",
"benchmark": "telemath",
"topic": "pcm_signal",
"stage1v4_category": "telemath_boost"
} |
[
{
"role": "user",
"content": "Calculate the free-space path loss in dB for a signal at 700 MHz over a distance of 18.5 km using the formula FSPL = 32.44 + 20*log10(f_MHz) + 20*log10(d_km). Provide the numerical answer in \\boxed{}."
},
{
"role": "assistant",
"content": "Alright, let's go step-by... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "24.583",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "5G drive-test analysis:\n\n- Serving cell PCI: 122 (PCI mod 30 = 2)\n- Strong neighbor cell PCI: 182 (PCI mod 30 = 2)\n- Both cells have similar SS-RSRP levels (-88 dBm)\n- SS-SINR: 4.5 dB (degraded)\n- DL Throughput: 118 Mbps\n- GPS Speed: 26 km/h\n- No excessive handovers\n\n... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question about 3GPP NR specifications. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nIn 5G NR, for PDSCH DMRS configuration type 1 with single-s... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nWhat is the purpose of the 'Rule Precedence' component in an ATSSS rule?\n\nA) To unique... | {
"source": "gsma_teletables_extra",
"benchmark": "teletables",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "24.067",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Based on the provided JSON policy definitions, what is the preferred primary cell for UE ID 2 with 5QI=83 traffic?"
},
{
"role": "assistant",
"content": "Based on the provided JSON policy definitions, what is the preferred primary cell for UE ID 2 with 5QI=83 traffi... | {
"source": "oranbench_deepseek_s1v3",
"benchmark": "oranbench",
"wg": "WG2_Non-RT-RIC-and-A1",
"spec_file": "O-RAN.WG2.Use-Case-Requirements-v07.00.pdf",
"stage1v4_category": "oranbench_new"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Classify this 3GPP text excerpt into the correct working group.\n\nList of working groups: CT1, CT3, CT4, CT6, RAN1, RAN2, RAN3, RAN4, RAN5, RAN_AH1, SA1, SA2, SA3, SA4, SA5, SA6\n\nText:\nThe gNB-CU shall, upon receiving an XnAP: HANDOVER REQUEST message, initiate the resource... | {
"source": "3gpp_quality_s1v4",
"benchmark": "3gpp_tsg",
"target_wg": "RAN3",
"stage1v4_category": "3gpp_quality"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "23.700",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nA person walked 3 miles to the east, then turned north and walked 10 miles, then turned we... | {
"source": "mmlu_replay",
"benchmark": "general_mcq",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nWhat is the most common cause of fading in radio systems?\n\nA) Rayleigh distribution\nB... | {
"source": "gsma_teleqna_extra",
"benchmark": "teleqna",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Which interface enables multi-vendor compliant 5G RAN sharing solutions according to the O-RAN specification?"
},
{
"role": "assistant",
"content": "Which interface enables multi-vendor compliant 5G RAN sharing solutions according to the O-RAN specification?\n\nA) E... | {
"source": "oranbench_deepseek_s1v3",
"benchmark": "oranbench",
"wg": "WG1_Architecture",
"spec_file": "O-RAN.WG1.Use-Cases-Analysis-Report-v03.00.pdf",
"stage1v4_category": "oranbench_new"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is the purpose of the `iq_compression_death_impl` class?\n\nA) 1. To compress IQ data... | {
"source": "gsma_srsranbench_extra",
"benchmark": "srsranbench",
"stage1v4_category": "v8_original"
} |
[
{
"role": "system",
"content": "You are an expert problem solver. Your task is to solve numerical exercises by following these guidelines:\n1. Understand the Goal: Clearly identify what the problem is asking.\n2. Reason Step-by-Step: Provide a clear, sequential reasoning process.\n3. Unit Management: Track ... | {
"source": "gsm8k_replay",
"benchmark": "general_math",
"stage1v4_category": "gsm8k_replay"
} |
[
{
"role": "system",
"content": "You are a 5G wireless network drive-test analyst. The user provides tabular drive-test data with engineering parameters and asks you to identify the root cause of throughput degradation.\n\nInstructions:\n- Analyze the pipe-delimited measurement data carefully\n- Consider RSR... | {
"source": "telelogs_deepseek_augment_stage1",
"benchmark": "telelogs",
"question_hash": "eac06e8e7325c240e2ad5c4369c4c252",
"stage1v4_category": "telelogs_aug"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Consider an M/M/1 queue with arrival rate λ = 10.6 customers/hour and service rate μ = 29.9 customers/hour. Determine the average number of customers in the system."
},
{
"role": "assistant",
"content": "We need to compute average number in system for M/M/1 queue: L... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_deepseek_stage1",
"benchmark": "3gpp_tsg",
"spec_id": "32300-i10",
"series": "32_series",
"classified_wg": "SA5",
"stage1v4_category": "3gpp_wg_new"
} |
[
{
"role": "user",
"content": "According to Table A.16.4.3.1.2-2, what is the Timing Advance Command (TA) value during T2?\n\nA) 31\nB) 39\nC) 8192*Tc\nD) 4096*Tc\nE) 5"
},
{
"role": "assistant",
"content": "ANSWER: B"
}
] | {
"source": "teletables_deepseek_s1v2",
"benchmark": "teletables",
"spec": "38133-ic0",
"table_title": "Table A.16.4.3.1.2-2: General test parameters for timing advanceTable A.Table A.116.4.3.6.4.3.11.2-2",
"stage1v4_category": "teletables_new"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nWhat is the maximum transmit power in mmWave compared to sub-6 GHz?\n\nA) Higher maximum... | {
"source": "gsma_teleqna_extra",
"benchmark": "teleqna",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "What is the SI unit of electric current?"
},
{
"role": "assistant",
"content": "The ampere (A)."
}
] | {
"source": "instruction_replay",
"benchmark": "general_instruct",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "37.718",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "38.305",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Analyze the 5G wireless network drive-test user plane data and engineering parameters.\nIdentify the reason for the throughput dropping below 600Mbps in certain road sections.\nFrom the following 8 potential root causes, select the most likely one and enclose its number in \\bo... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nIn the context of Open Radio Access Network (O-RAN), what is the purpose of the \"numSlots... | {
"source": "oran_bench_13k_extra",
"benchmark": "oranbench",
"difficulty": "hard",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "A communication system has bit rate 56000 bit/s and symbol rate limited to 2400 Baud. Determine the minimum modulation order M and the spectral efficiency."
},
{
"role": "assistant",
"content": "We need to interpret the problem: communication system has bit rate (da... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "26.253",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "29.212",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "33.887",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "**Problem #35:**\n\nLet \\( \\mathbf{X} = (X_1, X_2)^T \\) be a Gaussian random vector with mean vector \\( \\boldsymbol{\\mu} = \\begin{bmatrix} 2 \\\\ 1 \\end{bmatrix} \\) and covariance matrix \\( \\mathbf{C} = \\begin{bmatrix} 4 & 3 \\\\ 3 & 9 \\end{bmatrix} \\). Define a n... | {
"source": "telemath_deepseek_targeted_s1v2",
"benchmark": "telemath",
"topic": "gaussian_random_vectors",
"stage1v4_category": "telemath_new"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is the purpose of the rrc_ue_context_t class?\n\nA) 1. It manages the UE's connection... | {
"source": "gsma_srsranbench_extra",
"benchmark": "srsranbench",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "**Problem Statement**"
},
{
"role": "assistant",
"content": "**Problem Statement**\n\nLet \\( \\mathbf{X} = [X_1, X_2]^T \\) be a Gaussian random vector with mean vector \\( \\boldsymbol{\\mu} = [2, -1]^T \\) and covariance matrix \\( \\mathbf{C} = \\begin{bmatrix} ... | {
"source": "telemath_deepseek_targeted_s1v2",
"benchmark": "telemath",
"topic": "gaussian_random_vectors",
"stage1v4_category": "telemath_new"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "3gpp_rel18_specs",
"benchmark": "3gpp_tsg",
"spec_id": "38.331",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nIn which of the following situations involving a source of sound and a detector of the sou... | {
"source": "mmlu_replay",
"benchmark": "general_mcq",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "A robot on a factory assembly line fixes a bolt every T seconds when working. After each bolt, it breaks down with probability 0.033. When broken, it is repaired within the next period with probability 0.87. Determine the steady-state probability that the robot is working. Prov... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat is the primary objective of the \"UC-Plane O-RU Scenario Class Beamforming 3GPP UL – ... | {
"source": "oran_bench_13k_extra",
"benchmark": "oranbench",
"difficulty": "hard",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "As a distinguished expert in telecommunication domain you are skilled in understanding and classifying 3GPP techincal documents. Please help user to classify text into 3GPP working group. Give answer in this format: {\"WORKING GROUP\": \"working group name\"}. Do not include an... | {
"source": "gsma_3gpp_extra",
"benchmark": "3gpp_tsg",
"stage1v4_category": "3gpp_wg"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nA signal has a power level of 25 dBm. What is this in watts?\n\nA) 0.316 W\nB) 0.316 W\n... | {
"source": "teletables_compute_s1v4",
"benchmark": "teletables",
"question_type": "computation",
"explanation": "dBm to watts conversion: P(watts) = 10^(dBm/10) / 1000. 25 dBm = 10^(2.5) = 316.227 mW.",
"stage1v4_category": "teletables_compute"
} |
[
{
"role": "user",
"content": "A 5G NR link achieves a peak throughput of 300 Mbps. The initial transmission BLER is 10% and after one HARQ retransmission the residual BLER is 0.7%. What is the effective throughput in Mbps considering HARQ retransmissions?"
},
{
"role": "assistant",
"content": "*... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nHow many distinct TPMI index values are possible across all ULFPTx modes for 1-layer tra... | {
"source": "teletables_compute_s1v4",
"benchmark": "teletables",
"question_type": "computation",
"explanation": "Mode-1: 1 value (2). Mode-2: 2 values (0,12). Mode-full power: 2 values (0,1). Total distinct values: 0,1,2,12 → 4 values.",
"stage1v4_category": "teletables_compute"
} |
[
{
"role": "user",
"content": "Determine the amplitude V₀ in volts of signal v(t) = V₀·sin(2π·3272·t) given measured power P = 0 dBm across a 50 Ω load."
},
{
"role": "assistant",
"content": "We need to find amplitude V0 (peak voltage) of a sinusoidal signal v(t) = V0 * sin(2π * 3272 * t). It's a... | {
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "The time between consecutive packet arrivals on a network link follows an exponential distribution with a mean of 0.02 seconds. What is the probability that the next packet arrives less than 0.01 seconds after the previous one?"
},
{
"role": "assistant",
"content": ... | {
"source": "telemath_boost_s1v4",
"benchmark": "telemath",
"topic": "exponential",
"stage1v4_category": "telemath_boost"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D,E.\n\nWhat does a Frame OBU (open bit-stream unit) consist of in AV1?\n\nA) The frame header a... | {
"source": "gsma_teleqna_extra",
"benchmark": "teleqna",
"stage1v4_category": "v8_original"
} |
[
{
"role": "system",
"content": "You are a 5G wireless network drive-test analyst. The user provides tabular drive-test data with engineering parameters and asks you to identify the root cause of throughput degradation.\n\nInstructions:\n- Analyze the pipe-delimited measurement data carefully\n- Consider RSR... | {
"source": "telelogs_balanced_s1v4",
"benchmark": "telelogs",
"target_class": "C5",
"question_hash": "7da1cda04fb68c3de7eb8b2f3f803188",
"stage1v4_category": "telelogs_balanced"
} |
[
{
"role": "user",
"content": "Answer the following multiple choice question. The entire content of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of A,B,C,D.\n\nWhat does the O-RAN Alliance require from adopters of its specifications in terms of liabi... | {
"source": "oran_bench_13k_extra",
"benchmark": "oranbench",
"difficulty": "hard",
"stage1v4_category": "v8_original"
} |
[
{
"role": "user",
"content": "For an M/M/1 queue with arrival rate λ = 8.4 and service rate μ = 11.2, determine the average system time, average queue length, and server utilization."
},
{
"role": "assistant",
"content": "We need to compute for M/M/1 queue with λ=8.4, μ=11.2. Utilization ρ = λ/μ... | {
"stage1v4_category": "v8_original"
} |
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