update examples

research/llm_dense_retriever/examples/bge-en-icl/MTEB/AskUbuntuDupQuestions.json

@@ -1,14 +1,30 @@
 [
     {
-        "query": "angularjs infinite scroll in a container",
-        "response": "AngularJS ng-infinite-scroll not working on a specific container/div"
+        "query": "how to reset forgotten password in ubuntu?",
+        "response": " \"forgot password on ubuntu - how to reset?\""
     },
     {
-        "query": "Java: Efficiently converting an array of longs to an array of bytes",
-        "response": "Most Compact way to Serialize an Array of Longs in Java"
+        "query": "ubuntu 18.04 freezes after login screen",
+        "response": "ubuntu freezing after login - how to fix?"
     },
     {
-        "query": "PyVISA missing methods",
-        "response": "NI VISA + pyVisa on Mac OS X (Snow Leopard)"
+        "query": "how to install NVIDIA drivers on ubuntu 20.04?",
+        "response": "NVIDIA driver installation guide for ubuntu 20.04?"
+    },
+    {
+        "query": "ubuntu won't boot after installing updates",
+        "response": "stuck at ubuntu boot screen after update - solutions?"
+    },
+    {
+        "query": "setting up SSH keys on ubuntu server",
+        "response": "SSH key authentication setup on ubuntu - step-by-step guide?"
+    },
+    {
+        "query": "how to transfer wine configuration to another machine?",
+        "response": " \"how to export and import wine settings?\""
+    },
+    {
+        "query": "how to install precise pangolin from a DVD?",
+        "response": "steps to install precise pangolin using a DVD"
     }
 ]

research/llm_dense_retriever/examples/bge-en-icl/MTEB/ClimateFEVER.json

@@ -1,10 +1,18 @@
 [
     {
-        "query": "Global warming is causing more frequent and intense hurricanes.",
-        "response": "Hurricanes and Climate Change  Hurricanes, also known as tropical cyclones or typhoons depending on their location, are powerful and destructive weather systems characterized by strong winds, heavy rainfall, and storm surges. The formation and intensity of hurricanes are influenced by a variety of factors, including sea surface temperatures, atmospheric moisture, and wind patterns. Scientific research indicates that global warming is having a significant impact on these factors, leading to changes in hurricane behavior. As sea surface temperatures rise due to increased greenhouse gas emissions, the energy available for hurricane formation and intensification also increases. This has been linked to an increase in the frequency of the most intense hurricanes, categorized as Category 4 and 5 storms. Additionally, warmer air can hold more moisture, leading to heavier rainfall and greater flooding potential during hurricanes. The Intergovernmental Panel on Climate Change (IPCC) reports that while the total number of hurricanes may not be increasing, there is a clear trend towards more intense and damaging storms in a warming world."
+        "query": "There is strong evidence that solar activity is the main driver of recent global warming.",
+        "response": "Solar activity and its influence on Earth's climate   Solar activity, including solar radiation and sunspots, has been a topic of interest in climate science for many years. Changes in solar output can influence Earth's climate in various ways. For example, increased solar radiation can lead to higher temperatures, while variations in the number of sunspots can affect weather patterns. However, studies have shown that solar activity alone cannot account for the significant rise in global temperatures observed over the past century. The Intergovernmental Panel on Climate Change (IPCC) states that while solar variability does have an impact on climate, it is not the dominant factor in recent global warming. The IPCC's assessments, based on multiple lines of evidence, indicate that human activities, particularly the burning of fossil fuels and deforestation, are the primary contributors to the observed warming trend. Climate models that include both natural and anthropogenic factors show that the recent increase in global temperatures cannot be explained by natural forces alone, such as solar activity and volcanic eruptions. This consensus is supported by numerous scientific studies and major scientific organizations worldwide, highlighting the critical role of human influence in driving current climate change."
     },
     {
-        "query": "The Arctic sea ice extent has decreased by nearly 40% since the late 1970s due to global warming.",
-        "response": "The Arctic sea ice extent refers to the surface area of the Arctic Ocean covered by sea ice . Observations indicate a significant reduction in Arctic sea ice extent over recent decades . Satellite measurements have shown that the minimum sea ice extent , typically occurring in September , has declined by about 40% since the late 1970s . This decrease is largely attributed to rising global temperatures , which have led to warmer ocean waters and higher air temperatures in the Arctic region . Climate models predict that the Arctic could be nearly ice-free during summer within this century if the current rate of warming continues . This decline in sea ice has profound implications for Arctic ecosystems , global weather patterns , and sea levels ."
+        "query": "Renewable energy sources can completely replace fossil fuels to combat climate change.",
+        "response": "Renewable Energy and Climate Change Mitigation   Renewable energy sources, such as solar, wind, hydro, and geothermal power, are essential components of strategies to mitigate climate change. These sources produce little to no greenhouse gas emissions during operation, unlike fossil fuels. The transition to renewable energy is necessary to reduce the concentration of CO2 and other greenhouse gases in the atmosphere, which are the primary drivers of global warming. Several studies have shown that it is technically feasible to meet the world's energy needs with 100% renewable energy. For example, a study by Jacobson et al. (2017) demonstrated that a transition to renewable energy could result in significant reductions in air pollution and associated health benefits. However, challenges such as energy storage, grid stability, and economic factors must be addressed to achieve this goal. Despite these challenges, advancements in technology and decreasing costs of renewable energy sources provide optimism for a sustainable energy future. The International Renewable Energy Agency (IRENA) reports that renewable energy could supply up to 86% of global power by 2050, significantly reducing greenhouse gas emissions and combating climate change. While renewable energy alone may not completely replace fossil fuels immediately, it is a crucial step toward a more sustainable and environmentally friendly energy system."
+    },
+    {
+        "query": "Climate change is causing an increase in the frequency and intensity of hurricanes.",
+        "response": "Hurricanes and Climate Change   Research indicates that climate change is contributing to an increase in the frequency and intensity of hurricanes. Warmer ocean temperatures, which are a direct result of global warming, provide more energy for storms, making them stronger and potentially more destructive. According to a 2020 study published in the journal Nature, there has been a significant increase in the number of Category 4 and 5 hurricanes since the 1980s. Additionally, the Intergovernmental Panel on Climate Change (IPCC) has reported that the intensity of tropical cyclones has likely increased over the last four decades. The study attributes this trend to rising sea surface temperatures and changes in atmospheric conditions, such as increased moisture content and altered wind patterns. These changes are consistent with the effects of human-induced climate change. Moreover, the National Oceanic and Atmospheric Administration (NOAA) has observed that the season length of hurricanes has extended, with storms forming earlier and lasting longer than in the past. While natural variability also plays a role in hurricane activity, the overwhelming consensus among scientists is that climate change is exacerbating the severity of these events, leading to greater risks and damages in affected regions."
+    },
+    {
+        "query": "Climate change is not significantly affecting global agricultural productivity.",
+        "response": "Climate Change and Agriculture: A Critical Review   Contrary to the claim that climate change is not significantly affecting global agricultural productivity, numerous studies have shown that climate change is having a profound impact on agriculture worldwide. According to the Food and Agriculture Organization (FAO), changes in temperature, precipitation patterns, and the increased frequency of extreme weather events are already affecting crop yields. For instance, higher temperatures can accelerate crop maturation, reduce the time available for grain filling, and ultimately decrease yields. A study published in Nature Climate Change found that global wheat and maize yields have been significantly impacted by rising temperatures, with declines of 6% and 7.4% respectively per degree Celsius increase in temperature. Moreover, climate change exacerbates water scarcity in many regions, leading to reduced irrigation potential and further stressing agricultural systems. The Intergovernmental Panel on Climate Change (IPCC) reports that changing precipitation patterns can cause both droughts and floods, disrupting planting and harvesting cycles and damaging crops. In tropical regions, where agriculture is particularly vulnerable, smallholder farmers face increasing challenges in maintaining productivity due to more frequent and severe weather events. In addition to crop production, climate change affects livestock by altering the availability of feed and water, increasing heat stress, and spreading diseases. The economic impact on agriculture is substantial, with the World Bank estimating that climate change could push more than 100 million people into poverty by 2030, primarily through impacts on agriculture and food security. Therefore, the assertion that climate change is not significantly affecting global agricultural productivity is not supported by the extensive body of scientific evidence documenting the adverse effects of climate change on agriculture."
     }
 ]

research/llm_dense_retriever/examples/bge-en-icl/MTEB/HotpotQA.json

@@ -1,14 +1,14 @@
 [
     {
-        "query": "Which tennis player Anna-Lena Gr\u00f6nefeld or Mats Wilander turned professional first ?",
-        "response": "Anna-Lena Gr\u00f6nefeld  Anna-Lena Gr\u00f6nefeld (born 4 June 1985) is a German tennis player. She turned professional in April 2003."
+        "query": "Which city, Kaiping or Ruzhou, has a greater population?",
+        "response": "Ruzhou. Ruzhou () is a city in Henan province, China. It was called Linru County (\u4e34\u6c5d\u53bf) until 1988. It has more than 100,000 inhabitants. The Fengxue Temple of Ruzhou features the Qizu Pagoda, built in 738 during the Tang Dynasty (618\u2013907)."
     },
     {
-        "query": "What South Korean K-pop group has 13 members and their own online TV program?",
-        "response": "Seventeen (band)  Seventeen (Hangul: \uc138\ube10\ud2f4 ), also stylized as SEVENTEEN or SVT, is a South Korean boy group formed by Pledis Entertainment in 2015. The group consists of thirteen members who are separated into three sub-units, each with different areas of specialization: a 'Hip-Hop Unit', 'Vocal Unit', and 'Performance Unit'. They have released one studio album and four extended plays."
+        "query": "Anniversary Park is located at the south end of a university that was originally founded as what college?",
+        "response": "George Washington University The George Washington University (GW, GWU, or George Washington) is a private research university in Washington, D.C., the capital of the United States. Founded in 1821 as Columbian College, the university has since grown to comprise fourteen undergraduate and graduate colleges and schools, including the School of Media and Public Affairs, Elliott School of International Affairs, Law School, and School of Public Health. George Washington's main campus is located in the Foggy Bottom neighborhood with two satellite campuses located in the Foxhall neighborhood of Washington, D.C. and in Ashburn, Virginia. It is the second oldest and the largest institution of higher education in the District of Columbia."
     },
     {
-        "query": "The game show Keep It in the Family was hosted by an actor that played what role in Coronation Street\"?\"",
-        "response": "Keep It in the Family (UK game show)  Keep It in the Family is a British game show that aired on ITV from 26 October 2014 to 19 December 2015 and is hosted by Bradley Walsh."
+        "query": "What was the original name of the New Hampshire team whose home ballpark was a stadium constructed in 1937?",
+        "response": "Nashua Pirates  The Nashua Pirates were a minor league baseball team, based in Nashua, New Hampshire. The team started in 1983 as the Nashua Angels, an affiliate with the California Angels in the Eastern League. The club changed affiliations in 1984 to the Pittsburgh Pirates and were then renamed the Nashua Pirates. The team's home ballpark was Holman Stadium."
     }
 ]

research/llm_dense_retriever/examples/bge-en-icl/MTEB/ImdbClassification.json

@@ -1,6 +1,14 @@
 [
     {
-        "query": "Renny Harlin's first American film was one of the best of a slew of prison-set horror films(like 'Death House' or 'The Chair')in the late 80's.Twenty years before,guard Lane Smith had wrongfully executed a condemned man.Now,he is the warden of the newly re-opened prison,and the man's ghost is back for bloody revenge.This atmospheric and very moody film features lots of gruesome gore and violence.Viggo Mortensen,Tiny Lister,Tom Everett and Kane Hodder are onhand for the entertaining carnage.",
+        "query": "This is the worst thing the TMNT franchise has ever spawned. I was a kid when this came out and I still thought it was deuce, even though I liked the original cartoon.\\n\\nThere's this one scene I remember when the mafia ape guy explains to his minions what rhetorical questions are. It's atrocious. Many fans hate on the series for including a female turtle, but that didn't bother me. So much so that I didn't even remember her until I read about the show recently. All in all, it's miserably forgettable.\\n\\nThe only okay thing was the theme song. Guilty pleasure, they call it... Nananana ninja...",
+        "response": "negative"
+    },
+    {
+        "query": "I saw this movie a few days ago and gamely jumped during the scary parts. I must admit, I found it pretty decent...until I started to THINK about what the characters were saying. Logical problems:<br /><br />1. Her boyfriend, who seems to be a pretty fit dude, makes no sound while being killed. Don't you think that he might have at least tried to take the killer? <br /><br />2. When the remark is made that the gym teacher is 'SOOOO in love with Lisa,' I almost screamed at the screen. When your best friend's family HAS BEEN KILLED BY A TEACHER WHO WAS IN LOVE WITH HER, you don't make comments like that if you have half of a heart.<br /><br />3. As soon as Nash asks the uncle how many exits they have in the house and the uncle catches on that there may be danger ahead, wouldn't the smart thing to do be to get Donna, boyfriend, aunt, and uncle into a car and drive far, far away, then bait the house with the HRT and police force so that the killer has no way to get out?<br /><br />I could go on. And on. And on. Basically, the plot was decent, the characters weren't profiled enough for you to actually feel any empathy when they were slaughtered and there were way too many errors.<br /><br />HOWEVER.<br /><br />This movie might be good for teenagers, or young couples just looking for a fun night out. If you don't consider all the goofs, it's a mediocre film.",
+        "response": "negative"
+    },
+    {
+        "query": "What a night. Perry Mason then Have Gun, Will Travel followed by Gunsmoke (when it was a half hour) and finally at 10:30PM came 'Sea Hunt' with its wonderful opening theme music and Mike's boat sailing off to a new adventure. Terrific.. Regardless of the story it was the lead character (played by Lloyd Bridges), strong, honest, sincere. A Man's Man and a Boy's Man. This brought on an interest in boats that lasted for years. Why they don't show on cable or make it available on video, no idea.. Too bad.",
         "response": "positive"
     }
 ]

research/llm_dense_retriever/examples/bge-en-icl/MTEB/MedrxivClusteringS2S.json

@@ -1,22 +1,22 @@
 [
     {
-        "query": "Evaluating the Efficacy of New Therapeutic Agents in the Management of Hypertension-Induced Kidney Damage",
-        "response": "nephrology"
+        "query": "Longitudinal Analysis of SARS-CoV-2 Neutralizing Antibody Titers and Viral Load in Asymptomatic and Symptomatic Patients",
+        "response": "infectious diseases"
     },
     {
-        "query": "Exploring the Relationship Between ICU Staffing Levels and Patient Outcomes in Severe Trauma Cases",
-        "response": "intensive care and critical care medicine"
+        "query": "Impact of Public Health Messaging and Community Engagement on Vaccination Uptake During the COVID-19 Pandemic",
+        "response": "epidemiology"
     },
     {
-        "query": "The Impact of Environmental Allergens on Pediatric Asthma and Ear Infections",
-        "response": "otolaryngology"
+        "query": "Long-term Effects of Ambient Temperature on COPD Hospitalizations: A Population-based Analysis in Northern Europe",
+        "response": "public and global health"
     },
     {
-        "query": "Patient-Reported Outcomes in Rehabilitation: The Importance of Psychosocial Factors in Recovery",
-        "response": "rehabilitation medicine and physical therapy"
+        "query": "Genomic Landscape of Rare Genetic Disorders Revealed through Whole-Exome Sequencing in Pediatric Populations",
+        "response": "genetic and genomic medicine"
     },
     {
-        "query": "The Role of Micronutrients in Supporting Immune Function During Viral Infections",
-        "response": "nutrition"
+        "query": "Impact of Gut Microbiota on Neuroinflammation and Cognitive Function in Multiple Sclerosis Patients: A Prospective Study",
+        "response": "neurology"
     }
 ]