Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data
Paper
• 2503.10883 • Published
sample_id stringlengths 36 36 | conversation listlengths 2 2 | input_length int64 2 511 | total_channels int64 1 11 | selected_channels int64 1 7 | answer stringclasses 4 values |
|---|---|---|---|---|---|
0000666a-8a00-4a23-9d71-d89de79b812d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The sharp spikes in both channels correlate with operational disruptions rather than seasonal changes. \nB: Channel 2 consistently outperforms Channel 1 in energy consumption, suggesting better efficiency. \n... | 368 | 11 | 2 | D |
0016aa41-ae69-4615-a2a4-c149be7108cb | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Increased usage of energy-efficient appliances over time \nB: A major energy infrastructure failure \nC: A reduction in the price of energy sources \nD: Seasonal variations affecting energy usage \n"
},
... | 433 | 1 | 1 | D |
0092e945-2e4b-4491-b098-cb4242c232e4 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal demand changes \nB: A consistent improvement in efficiency \nC: Random noise in the data collection process \nD: Systematic operational failures \n"
},
{
"role": "assistant",
"content":... | 35 | 1 | 1 | A |
00a05e9c-3bbd-481e-9c42-d073f18db2a0 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The energy consumption steadily increases due to population growth. \nB: Energy consumption is stable throughout the year with minor fluctuations. \nC: Sudden spikes indicate unexpected equipment failures and... | 432 | 1 | 1 | D |
00af3dc7-113e-4646-9888-0e4469767ba6 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The overall trend shows significant instability, likely reflecting changes in energy policy and consumption habits. \nB: The drastic decline after certain spikes implies a long-term resource depletion. \nC: T... | 170 | 1 | 1 | C |
00fbd044-444a-468b-883a-cbdbb5d1c32d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An event, such as a carnival or festival, attracting many visitors \nB: Seasonal changes affecting overall power needs \nC: A sudden increase in population leading to higher energy demands \nD: A malfunction... | 161 | 1 | 1 | A |
010874e2-a9da-43a5-9aec-6d1db0e4835c | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sudden environmental changes affecting both sensors simultaneously \nB: Interference from external sources impacting sensor performance \nC: Routine operational cycles of the monitored system causing periodic... | 459 | 2 | 2 | C |
01482bab-c6c4-454d-9d02-0f5eed963e63 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales trends for Products 1 and 2 correlate and respond similarly to promotional campaigns. \nB: Sales for Product 3 remain stable despite fluctuations in Products 1 and 2. \nC: Sales for Product 1 consistent... | 316 | 11 | 3 | A |
01b0b690-cab0-4832-92d7-97b9ea65ba95 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales fluctuated wildly with no clear trend over the year. \nB: Sales have remained stable without significant changes. \nC: Sales have shown a consistent upward trend, indicating growth. \nD: Sales have dra... | 12 | 1 | 1 | C |
01d2441b-4066-421b-b7fd-dbae7790fc85 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal variations in energy demand \nB: A significant reduction in population density \nC: Major power outages affecting supply \nD: Implementation of energy-saving technologies \n"
},
{
"role": "... | 385 | 1 | 1 | A |
01e43bd5-54fa-49b0-ad67-5a487d5f45d2 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A website redesign causing temporary issues \nB: A significant increase in competition \nC: A marketing campaign launching \nD: A seasonal trend affecting user behavior \n"
},
{
"role": "assistant",... | 223 | 1 | 1 | C |
01e675ae-616d-42c7-9c2d-afb312440961 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A decrease in consumer confidence impacting spending \nB: Seasonal variations in economic activity \nC: Changes in regulatory policies affecting market dynamics \nD: An increase in market demand leading to h... | 21 | 1 | 1 | D |
01fc6570-511d-4c9f-91fe-e1e13131b887 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Consistent manufacturing delays \nB: Seasonal changes in consumer behavior \nC: Promotional events leading to spike sales \nD: Changes in store location \n"
},
{
"role": "assistant",
"content": ... | 217 | 1 | 1 | C |
02128379-3a72-498d-ad7e-f5311b08ce4d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The data reflects seasonal fluctuations in consumer behavior \nB: There is a major economic downturn affecting spending \nC: There is a steady increase in transactions \nD: There is a significant decrease in... | 3 | 1 | 1 | C |
023d26f5-6a07-42d2-a7ac-78a254d3d229 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Promotional campaigns leading to increased sales \nB: Seasonal demand fluctuations \nC: Inventory shortages affecting sales \nD: Random market fluctuations without any specific cause \n"
},
{
"role"... | 52 | 1 | 1 | B |
029e75cb-6584-4fb4-aeca-2e3b360ec90f | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal promotions and holiday sales \nB: A consistent decline in product availability \nC: A steady increase in year-round customer base \nD: Random fluctuations with no specific cause \n"
},
{
"r... | 116 | 4 | 1 | A |
02c344ae-e6ca-4a65-b21e-86abc0c95d13 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal promotional events leading to peaks \nB: A steady decline in product quality over time \nC: A consistent increase in customer demand \nD: Random market fluctuations with no specific cause \n"
},
... | 103 | 1 | 1 | A |
02e5d174-200e-4436-ac06-2ef19e6e6a02 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales experienced major disruptions due to changing regulations. \nB: Sales show a consistent upward trend year over year. \nC: Sales remain stable with minor fluctuations. \nD: Sales have decreased signific... | 5 | 1 | 1 | B |
02e9278c-563d-470e-8f23-6e97dd3c3e7e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The water quality has been consistently improving over the years. \nB: The water quality exhibits significant random fluctuations, possibly due to external disturbances. \nC: There is a noticeable seasonal pa... | 266 | 1 | 1 | B |
02ef0552-0d93-4edd-b089-40c9537b12fc | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales remained flat with no significant changes. \nB: Sales increased sharply but then dropped back to previous levels. \nC: Sales exhibited overall growth with fluctuations due to seasonal promotions. \nD: ... | 32 | 1 | 1 | C |
02f3e33b-0647-4ac7-a131-61d883ee6082 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales fluctuated significantly month to month. \nB: Sales declined sharply in the middle of the period. \nC: Sales exhibited a steady upward trend over the 11 months. \nD: Sales remained constant throughout ... | 11 | 1 | 1 | C |
03291e83-50f2-48e6-a12e-51dbef9dfe13 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales declined due to the introduction of a competing product. \nB: Sales steadily increased due to a consistent marketing strategy. \nC: Sales correlated with changes in production costs only. \nD: Sales sh... | 18 | 1 | 1 | D |
033f8f28-4d2d-4dbe-bbf3-8d13172c556d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There are sporadic spikes in power consumption, suggesting irregular usage patterns. \nB: The levels remained constant, indicating stable power demand throughout the period. \nC: Power consumption steadily in... | 187 | 1 | 1 | D |
03936005-98cc-47df-8f35-995b815ee52d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There are significant anomalies in commercial energy use during spring that could indicate changes in business operations. \nB: Both residential and commercial energy use have been consistently declining over ... | 383 | 3 | 2 | D |
0394975b-35a4-40fd-a5cb-aea2b7a110a6 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An increase in evaporation rates due to higher temperatures \nB: A drought followed by water management strategies \nC: Frequent water quality issues leading to reduced outlet flow \nD: A consistent increase... | 133 | 2 | 1 | B |
03d5ecb2-2306-401f-b2f4-2f532d61fe5e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Channel 1 shows seasonal peaks correlating with higher demand during colder months. \nB: Channel 2 is consistently decreasing due to advancements in energy efficiency. \nC: All channels are experiencing unifo... | 212 | 6 | 3 | A |
03efde50-ca16-4472-9ac8-71318fb55298 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A decline in competition allowing for more market share \nB: A consistent commitment to marketing strategies \nC: Sudden changes in product quality affecting customer trust \nD: Seasonal promotions leading t... | 9 | 1 | 1 | B |
03f081db-8938-4bd4-bbba-cabeb2e469f7 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An initial failure or maintenance event followed by erratic performance \nB: The system is operating at peak efficiency without interruptions \nC: Consistent performance with minor variations indicating stabl... | 368 | 1 | 1 | A |
04311e1d-0092-46c0-b617-bb6368c0ad5d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal variations affecting all measurements uniformly \nB: A malfunction in one of the sensors causing erroneous readings \nC: An external event causing sporadic increases in readings from one channel \nD... | 119 | 5 | 4 | C |
0442fdf8-6d92-40ad-85c2-12ee1ff6018e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The market fluctuated moderately with no clear direction. \nB: The market experienced a significant downturn followed by a recovery. \nC: The market's performance remained stable with minor variations. \nD: ... | 3 | 1 | 1 | B |
044894c7-ce9f-4c36-aaad-579c1e588c61 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Energy consumption is primarily driven by seasonal changes only. \nB: There is a consistent overall increase in energy consumption over time. \nC: Energy consumption has remained stable without significant ch... | 229 | 1 | 1 | D |
04598245-5721-4262-9ad3-692a2a20dd5d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There are seasonal fluctuations affecting sales patterns every few months. \nB: Sales have remained stable throughout the months, suggesting no significant growth. \nC: Sales have increased consistently over ... | 6 | 1 | 1 | C |
046deae8-c94c-47f0-8a1f-8c251c284472 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent annual cycle with no anomalies \nB: An increase in external factors causing sudden spikes \nC: Seasonal changes affecting the observed phenomenon \nD: Random noise with no significant underlying... | 270 | 1 | 1 | B |
047ff786-5588-47f4-9226-31e122b3b5a3 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A continuous decline in consumption due to a reduction in population. \nB: There was a steady rise in energy conservation practices leading to lower consumption. \nC: The data suggests a stable consumption pa... | 299 | 4 | 1 | D |
04b35cf2-48f2-4dbe-8cfe-9437c893b1e3 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales were consistent with no significant changes throughout the year. \nB: Sales figures showed a gradual increase with some fluctuations, particularly towards the end of the year. \nC: Sales experienced a s... | 415 | 1 | 1 | B |
04d4f70d-7ed0-4682-a723-9e6d68d94244 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sudden regulatory changes impacting energy usage \nB: A long-term decline in industrial activity \nC: Seasonal changes affecting energy demand \nD: Irregularities caused by data collection errors and noise ... | 391 | 1 | 1 | C |
053b7eb8-052f-46a8-bcdb-3b35f91552b1 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales have random spikes with no discernible pattern. \nB: Sales have decreased consistently throughout the year. \nC: Sales remain constant with minor fluctuations. \nD: Sales have shown a general upward tr... | 12 | 1 | 1 | D |
053cba5f-d313-4a55-b314-66b0d324828b | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Unusual weather patterns causing consistent energy shortages \nB: Implementation of energy-saving policies \nC: Seasonal changes affecting energy demand \nD: A significant upgrade in energy infrastructure \... | 104 | 1 | 1 | C |
055c07c5-b896-4189-ab97-77ee6241e319 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Channel 1 shows a consistent increase in energy consumption, while Channel 2 indicates stability. \nB: Both channels have a strong positive correlation with each other, suggesting simultaneous behavior. \nC: ... | 367 | 4 | 2 | C |
05723685-4f9f-40e0-9ff1-271d88fe3efd | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent marketing strategy that effectively attracted more customers. \nB: A sudden increase in competition in the market. \nC: A seasonal fluctuation expected in the retail industry. \nD: A significant... | 69 | 1 | 1 | A |
0589ff4a-281f-4a91-99d1-fd73f53062c8 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent increase in the population using water over the year \nB: The malfunction of water metering devices \nC: Seasonal changes leading to fluctuating water usage \nD: Irregular water supply disruptio... | 314 | 1 | 1 | C |
05bf621e-f354-4ab3-8e82-1769721738ff | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales fluctuated wildly with no clear pattern. \nB: Sales steadily increased over the entire period. \nC: There was a significant drop in sales followed by a recovery. \nD: Sales experienced an initial decli... | 10 | 1 | 1 | D |
05c4e093-c256-4170-858d-a5fcacbd1184 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There is a consistent drop in temperature as the year progresses, indicating a cooling trend. \nB: The temperatures are gradually increasing due to global warming with a steady upward trend. \nC: The data sho... | 364 | 1 | 1 | D |
064100e2-5d1b-4743-94ce-5e2e9560682b | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Channel 2 displays sporadic spikes corresponding to weather changes only. \nB: Both channels are likely malfunctioning due to their lack of consistent trends. \nC: Channel 1 consistently shows higher values d... | 448 | 4 | 2 | D |
0656e416-046f-4503-bd6a-c3bb3f3226ab | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Energy consumption peaks periodically, suggesting a possible influence from seasonal patterns. \nB: The data shows a decreasing trend over time indicating a move towards renewable energy sources. \nC: The con... | 233 | 1 | 1 | A |
066950bf-fb99-4b17-8615-6853c989565d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A steady increase in product demand \nB: Fluctuations due to seasonal marketing campaigns \nC: A combination of market fluctuations and changing customer preferences \nD: An external economic recession affec... | 19 | 1 | 1 | C |
066b748a-636d-4138-9732-640a7bfb80a4 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Technical issues causing intermittent accessibility \nB: Seasonal variations affecting user interest \nC: A consistent marketing campaign driving steady growth \nD: A sudden viral event leading to a spike in... | 143 | 1 | 1 | D |
066e388a-b1ac-4ee0-8110-765da640b1c2 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The asset's value shows a steady increase over time. \nB: The asset has been experiencing regular cycles of peaks and troughs. \nC: The asset's value is highly volatile and fluctuates randomly. \nD: The asse... | 53 | 1 | 1 | A |
06f096e2-b93e-443b-9eff-a0c5ae82e1da | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A technical fault in the phone system \nB: A marketing campaign launched a week prior \nC: A holiday season leading to increased inquiries \nD: A major product launch generating customer interest \n"
},
... | 85 | 4 | 1 | D |
0724e57b-a86b-43f9-ae59-2ced2e610654 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Supply chain disruptions affecting inventory \nB: Seasonal changes in consumer behavior \nC: A major marketing campaign was launched \nD: Random variations without any significant reason \n"
},
{
"r... | 493 | 1 | 1 | C |
07c6916b-bada-4dd0-8ef0-2180223cfefc | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Frequent changes in investor sentiment \nB: A consistent upward trajectory with minimal variability \nC: Steady growth in company revenues leading to price increases \nD: A major economic recession impacting... | 296 | 1 | 1 | A |
07ef978c-8726-40c0-bbfb-16458ff3489d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Consistent upward sales trend indicating increased market demand \nB: External factors like economic downturn causing a steady decline \nC: Changes in shopping patterns with peaks during weekends and dips on ... | 493 | 1 | 1 | C |
08a225db-3176-445c-acee-f3d2191432e3 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The spikes indicate random events unrelated to external factors. \nB: The overall trend demonstrates consistent energy-saving practices being adopted over time. \nC: The energy consumption shows a steady incr... | 103 | 1 | 1 | D |
08a63a36-8243-45cb-9c68-7a1d1c9d55cd | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There is a consistent upward trend indicating growing popularity of the products. \nB: A significant spike in sales followed by fluctuations could indicate unexpected factors affecting consumer behavior. \nC:... | 35 | 1 | 1 | B |
08d67fa0-7a6a-4c54-862b-df4a070b2f48 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal variations cause periodic peaks that last for a long duration. \nB: The phenomenon has a steady increase due to continuous growth. \nC: A temporary disruption leads to a sudden spike followed by a qu... | 34 | 1 | 1 | D |
08fa4e40-350a-4215-a61d-9018605e82b4 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A steady decline in consumer spending due to rising unemployment \nB: An overall upward trend indicating sustained economic growth despite volatility \nC: Economic fluctuations caused by seasonal factors affe... | 279 | 1 | 1 | B |
0914c81f-e7d9-4563-a096-2e97d296fe0a | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Channel 1 experiences sudden spikes every few intervals, indicating potential sensor malfunctions. \nB: Both channels show stable readings with minor fluctuations. \nC: The two channels appear to have correla... | 239 | 11 | 2 | C |
0968e3c2-9e03-452c-ae37-2ec337569b03 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Fluctuations in energy prices affecting consumption patterns \nB: Consistent seasonal changes in heating and cooling demands \nC: Major construction activity impacting energy needs \nD: Increased usage of en... | 217 | 1 | 1 | B |
0977f5ed-725d-48b7-9b61-39a07eccd01f | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Energy usage remained constant across the entire year, suggesting no changes in consumer behavior. \nB: Energy usage experienced periodic peaks and troughs, indicating variations likely related to seasonal cha... | 337 | 1 | 1 | B |
098716c7-5561-4873-99e3-439d14a13258 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A significant marketing campaign boost \nB: A sudden decrease in demand due to competition \nC: Production issues affecting sales \nD: Seasonality effects influencing sales \n"
},
{
"role": "assista... | 10 | 1 | 1 | A |
09aaefb8-2ffe-4d68-93f7-0520f4c205ec | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales had fluctuations due to seasonal trends and promotions. \nB: Sales steadily increased each month due to a new marketing strategy. \nC: Sales remained constant throughout the entire period. \nD: Sales d... | 55 | 4 | 1 | A |
09db35b5-6367-4ee6-b05d-658da90cf45e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The overall trend indicates a steady decline in energy production efficiency. \nB: The energy output is consistently rising due to advancements in energy technology. \nC: The energy output shows increasing vo... | 257 | 1 | 1 | D |
0a000032-035e-44dc-b403-1253e244a018 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A steady decline in interest towards outdoor activities \nB: A consistent increase in park facilities attracting more visitors \nC: Sudden events causing temporary spikes in attendance \nD: Seasonal weather ... | 165 | 1 | 1 | D |
0a938719-4937-4f48-b41b-8c3071ae9365 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A combination of seasonal trends and promotional campaigns influencing sales \nB: Internal inventory issues causing periodic stockouts \nC: Random external economic shocks affecting sales unpredictably \nD: ... | 254 | 1 | 1 | A |
0a96f00b-ec0f-48eb-aa84-13e383fd9891 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A competitor introduced a similar product that negatively affected sales. \nB: A sudden surge in consumer demand led to increased sales, followed by a market correction. \nC: The product gained popularity due... | 5 | 1 | 1 | B |
0b5208b5-76a3-4478-9acb-33916b1d4f18 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The company is experiencing consistent growth due to effective marketing strategies. \nB: Revenue fluctuations indicate seasonal sales patterns. \nC: The revenue has plateaued, indicating market saturation. ... | 15 | 1 | 1 | A |
0bb96853-9b73-437f-b3ac-7c7562481433 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales have fluctuated significantly over time, indicating seasonal demand variations. \nB: Sales have steadily increased each week due to an expanded product line. \nC: Sales decreased continuously, suggestin... | 37 | 1 | 1 | A |
0bbabc16-6e9c-4322-8453-8236b81601b9 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales revenue experiences periodic fluctuations and a notable peak, suggesting seasonal effects influencing consumer behavior. \nB: Sales revenue has remained stagnant with no visible changes over the months. ... | 12 | 1 | 1 | A |
0bc56751-9e33-4b74-8a8a-2bab7f979957 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The process shows a linear gradual increase over time. \nB: The variable is heavily influenced by external unpredictable factors. \nC: There are consistent cycles in the process, indicating periodic peaks and... | 372 | 1 | 1 | C |
0bf0e897-4ab1-4d9a-8f3e-f57d87b6aeb5 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A significant drop in sales due to inventory issues followed by a recovery \nB: Seasonal fluctuations affecting buying patterns \nC: An unexpected surge in online shopping trends \nD: A gradual increase in c... | 166 | 1 | 1 | A |
0bf4af69-4f3a-4cfb-80f8-29bd546352e3 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The fluctuations indicate device malfunctions causing erratic consumption. \nB: Energy consumption has steadily increased due to a rising population. \nC: Energy consumption remained constant, reflecting stab... | 381 | 1 | 1 | D |
0c118bd9-ecc0-4279-a6c7-b0e1bbe2773d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A sudden breakthrough in renewable energy technology \nB: Seasonal changes affecting energy use \nC: A regulatory change directly impacting energy prices \nD: A natural disaster causing a sudden spike in ene... | 110 | 1 | 1 | B |
0cafe8e0-f4fa-45a8-b4cd-f4d8d1281aac | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The usage pattern indicates that there are no significant events impacting electricity consumption. \nB: The peaks in usage correspond to specific events or time periods, such as workdays and weekends, showing... | 502 | 1 | 1 | B |
0cba9aab-49a2-4ab0-b886-0524742794f3 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Consistently increasing levels indicating a steady decline of the phenomenon \nB: A malfunctioning sensor leading to erratic data output \nC: Seasonal variations affecting the readings over time \nD: A sudde... | 360 | 1 | 1 | C |
0ce600ca-d2c5-4799-a7d5-e2a81ad30767 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An increase in consumer demand driving higher resource prices \nB: A significant decrease in available supply affecting resource levels \nC: Enhanced technology improving the efficiency of resource utilizatio... | 19 | 1 | 1 | B |
0d38fdb0-0423-4ec9-ba4f-c0fc9374097e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales have steadily decreased, suggesting reduced market interest. \nB: Sales have consistently increased due to the release of new products. \nC: Sales are stable, with no notable changes over time. \nD: Sa... | 27 | 1 | 1 | D |
0d807c96-fe8b-471f-b794-f3a3c310f0bc | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Consistent seasonal demand with a gradual upward trend \nB: A major supplier issue that caused intermittent stockouts \nC: A sudden influx of competitors entering the market in the second half \nD: A company... | 42 | 1 | 1 | A |
0de8056b-0a21-4e59-b52f-4f34c97810ac | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An overall decrease in population affecting energy usage \nB: Random technical faults in the energy grid \nC: Consistent and planned energy conservation programs \nD: Unpredictable energy demand spikes due t... | 361 | 1 | 1 | D |
0e19fcd8-0ffe-4abd-99ef-a2d6ccc61325 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Energy consumption has drastically decreased due to improved efficiency. \nB: Energy consumption has steadily increased with no significant fluctuations. \nC: Energy consumption fluctuates significantly, sugg... | 81 | 1 | 1 | D |
0e377618-5ed7-49ea-ac4f-4f3b4d54375d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal fluctuations typical in retail sales \nB: A sudden decline in sales due to a global crisis \nC: An increase in sales resulting from a new product launch \nD: A consistent increase in sales due to ef... | 20 | 1 | 1 | A |
0e8ffc1c-6c38-416a-8c2e-ff37b7eadcdd | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A successful marketing campaign increasing customer engagement \nB: A market saturation leading to declining sales \nC: A significant increase in competition reducing sales \nD: Seasonal fluctuations affecti... | 289 | 1 | 1 | A |
0edf296f-8842-44ec-9745-cafbbce94916 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Consistent water usage throughout the months with no significant variation. \nB: Sudden spikes in water usage indicative of a drought condition. \nC: Increased rainfall leading to reduced irrigation needs. \... | 286 | 1 | 1 | B |
0eec8704-0d15-49aa-9eb1-56e76aa9e700 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Sales are highly volatile with no discernible trend. \nB: Sales are consistently increasing due to increased market demand. \nC: Sales show a seasonal pattern, peaking during specific months each year. \nD: ... | 37 | 1 | 1 | C |
0f447556-4f0b-41cd-aa31-f90556377d08 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal changes affecting energy use \nB: Fluctuations in demand due to varying daily activities \nC: A consistent increase in energy-efficient appliances \nD: Passing weather fronts impacting energy consum... | 199 | 1 | 1 | B |
0fbef008-147b-4e2d-80a9-c16c58d7604f | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Seasonal promotions increasing sales \nB: Supply chain disruptions affecting product availability \nC: A significant decrease in competition \nD: Continuous growth in consumer demand \n"
},
{
"role"... | 22 | 1 | 1 | D |
0fd26ad0-f9c2-4e53-9fa5-83949e97721e | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A successful marketing campaign driving initial sales followed by uncertainty \nB: A general economic downturn affecting all product categories \nC: Supply chain disruptions leading to inconsistent product av... | 14 | 1 | 1 | A |
0fe4f0f6-43e0-47dd-b8d7-063185a7766b | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A seasonal spike due to holiday sales \nB: A decrease in competition in the market \nC: An increase in product prices \nD: A continuous growth in customer demand \n"
},
{
"role": "assistant",
"c... | 3 | 1 | 1 | D |
0ffaa8a8-9b35-442e-8fb7-2157899e3f7d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Decrease in marketing efforts \nB: Seasonal variations and holiday events \nC: A drastic increase in ticket prices \nD: A new competitor opening nearby \n"
},
{
"role": "assistant",
"content": "... | 296 | 1 | 1 | B |
103e3651-cadd-4435-8cac-53716a4d9d14 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent decrease in activity over the entire period. \nB: A significant increase in activity followed by fluctuating stabilization. \nC: Immediate spikes followed by gradual declines leading to a straigh... | 42 | 1 | 1 | B |
104cf9af-7cc9-4102-b954-e955b8fc6d10 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An unexpected energy outage causing a rapid drop \nB: A consistent increase in consumer demand over time \nC: A series of scheduled maintenance events leading to varying consumption levels \nD: Seasonal vari... | 498 | 1 | 1 | C |
1074f766-91fd-49c5-9569-231105abe04d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There is no discernible pattern in either channel, indicating that the sensors are not accurately capturing the environmental data. \nB: Both channels show a consistent increase in readings over time, indicati... | 352 | 2 | 2 | C |
10762f52-6b01-4f1f-aafa-a5734e570f00 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent increase in online shopping overall \nB: Fluctuations due to changing consumer preferences and holiday seasons \nC: Seasonal promotions boosting sales during certain months \nD: The impact of a ... | 133 | 1 | 1 | B |
10e559a9-c82b-46a1-9c08-abe0dedf572d | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There are repeated cycles of increases and decreases, suggesting volatility in the market. \nB: The indicator has remained constant with minor variations, indicating market stability. \nC: The indicator shows... | 112 | 1 | 1 | D |
11304b23-a548-4ca7-9cb6-023fa7b2dcac | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: The fluctuations are due to random noise with no underlying pattern. \nB: The event appears to have sporadic peaks indicating intermittent occurrences, influenced by external factors. \nC: The event's frequen... | 404 | 1 | 1 | B |
1146f301-db6b-4a59-bcb5-c1b1384e690c | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: A consistent increase in the contributing factor being measured. \nB: An ongoing gradual decay in the values over time. \nC: An unexpected external event causing a sudden spike in values. \nD: A periodic cyc... | 192 | 1 | 1 | C |
114e5336-cb5f-4859-a53d-9f0e283f44fc | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: An unexpected surge in industrial activity \nB: A systematic increase due to regulatory changes \nC: A temporary spike due to an accident or leakage \nD: Seasonal variations in pollutant levels \n"
},
{... | 50 | 1 | 1 | C |
1168b457-891d-435d-9ba1-ae9bfd2025a2 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Supply chain disruptions limiting product availability. \nB: Seasonal changes affecting customer purchasing behavior. \nC: A digital marketing campaign leading to consistent growth. \nD: A promotional event ... | 18 | 1 | 1 | D |
11749182-e98d-4542-9a92-68777352b243 | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: One sensor has reached a maximum operational threshold and stabilized. \nB: There has been a recent calibration error in the readings. \nC: The environment around the sensor has changed significantly. \nD: T... | 336 | 2 | 2 | A |
117ada2c-25cb-4612-969d-bbc6eacdb41f | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: Energy consumption showed a general increase with notable peaks indicating high demand periods. \nB: Energy consumption steadily decreased throughout the observed period. \nC: There were periodic spikes in en... | 389 | 1 | 1 | A |
11840e19-2673-422a-9d67-6eaad084bfad | [
{
"role": "user",
"content": "Choose the most correct answer based on the given time-series\n\nA: There are frequent spikes indicating unusual consumption patterns, possibly due to errors. \nB: There is no significant variation in energy consumption throughout the period. \nC: Energy consumption steadily ... | 307 | 1 | 1 | D |
End of preview. Expand
in Data Studio
YAML Metadata Warning: empty or missing yaml metadata in repo card
Check out the documentation for more information.
Welcome to the TS_Instruct_QA_Gold dataset
This dataset is intended to evaluate time-series reasoning.
The dataset consists of real-world time-series with synthetic text.
The dataset was human evaluated for correctness
Note this version is contains only the needed files and is therefore smaller in download size/number of files and may play nicer with the HF API
@misc{quinlan2025chattsenhancingmultimodalreasoning,
title={Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data},
author={Paul Quinlan and Qingguo Li and Xiaodan Zhu},
year={2025},
eprint={2503.10883},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2503.10883},
}
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