Scheduled Commit

data/retrieval_battle-a1f9e5e7-e4fc-4780-ab0e-fe41defd9698.jsonl

@@ -63,3 +63,5 @@
 {"tstamp": 1724808072.3256, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "9ff51529efdb4764aef920737e42c4b5", "0_model_name": "Salesforce/SFR-Embedding-2_R", "0_prompt": "what are the biggest companies?", "0_output": [["what are the biggest companies?", "List of largest companies by revenue\n\nThis list comprises the world's largest companies by consolidated revenue, according to the Fortune Global 500 2023 rankings and other sources. American retail corporation Walmart has been the world's largest company by revenue since 2014.\nThe list is limited to the largest 50 companies, all of which have annual revenues exceeding US$130 billion. This list is incomplete, as not all companies disclose their information to the media and/or general public.\nOut of 50 largest companies 20 are American, 19 Asian and 11 European.\nList\nInformation in the list relates to the most recent fiscal year (mostly FY 2022 or 2023)."]], "0_corpus": "wikipedia", "1_conv_id": "3c5dd1e5aa534d118de0fe756e3be0cc", "1_model_name": "mixedbread-ai/mxbai-embed-large-v1", "1_prompt": "what are the biggest companies?", "1_output": [["what are the biggest companies?", "Big Tech\n\nBig Tech, also known as the Tech Giants or Tech Titans, are the largest IT companies in the world. The concept of Big Tech is similar to the grouping of dominant companies in other sectors. It generally includes the Big Five tech companies in the United States: Alphabet (parent of Google), Amazon, Apple, Meta, and Microsoft. It can also include tech companies with high valuations, such as Netflix and Nvidia, or companies outside the IT sector, such as Tesla. Groupings of these companies include the Big Four (Alphabet, Amazon, Apple, Meta), Big Five (Alphabet, Amazon, Apple, Meta, Microsoft), and Magnificent Seven (Alphabet, Amazon, Apple, Meta, Microsoft, Nvidia, Tesla). Big Tech can also include Chinese companies such as Baidu, Alibaba, Tencent, and Xiaomi."]], "1_corpus": "wikipedia"}
 {"tstamp": 1724829580.9127, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "2432690c72b94bf38ab4f4c511cd66b3", "0_model_name": "intfloat/e5-mistral-7b-instruct", "0_prompt": "when did university stop being free in australia", "0_output": [["when did university stop being free in australia", "Tertiary education in Australia\n\nBy the mid-1980s, it became the consensus of both major parties that the concept of 'free' tertiary education in Australia was untenable due to the increasing participation rate. Ironically, a subsequent Labor Government (the Bob Hawke/Paul Keating Government) was responsible for gradually re-introducing fees for university study. In a relatively innovative move, the method by which fees were re-introduced proved to be a system accepted by both Federal political parties and consequently is still in place today. The system is known as the Higher Education Contribution Scheme (HECS) and enables students to defer payment of fees until after they commence professional employment, and after their income exceeds a threshold level – at that point, the fees are automatically deducted through income tax.\nBy the late 1980s, the Australian tertiary education system was still a three-tier system, composed of:\nAll tertiary institutions established as universities by acts of parliament (e.g. Sydney, Monash, La Trobe, Griffith)\nA collection of institutes of technology (such as the Royal Melbourne Institute of Technology (RMIT))\nA collection of colleges of Technical and Further Education (TAFE)\nHowever, by this point, the roles of the universities, institutes of technology and the CSIRO had also become blurred. Institutes of technology had moved from their traditional role of undergraduate teaching and industry-consulting towards conducting pure and applied research. They also had the ability to award degrees through to Doctor of Philosophy (PhD) level."]], "0_corpus": "wikipedia", "1_conv_id": "803eafc8bca347f5bc423819a29873f3", "1_model_name": "text-embedding-3-large", "1_prompt": "when did university stop being free in australia", "1_output": [["when did university stop being free in australia", "Tertiary education in Australia\n\nIn 1958, Monash University was established. States Grants (Universities) Act 1958 allocated funding to States for capital and recurrent expenditure in universities for the triennial 1958 to 1960. In 1959, Australian Universities Commission Act of 1959 was established the AUC as a statutory body to advise the Commonwealth Government on university matters. Between 1958 and 1960 there was more than a 13% annual increase in university enrolments. By 1960, there were 53,000 students in ten universities. There was a spate of universities established in the 1960s and 70s: Macquarie University (1964), La Trobe University (1964), the University of Newcastle (1965), Flinders University (1966), James Cook University (1970), Griffith University (1971), Deakin University (1974), Murdoch University (1975), and the University of Wollongong (1975). By 1960, the number of students enrolled in Australian Universities had reached 53,000. By 1975 there were 148,000 students in 19 universities.\nUntil 1973, university tuition was funded either through Commonwealth scholarships, which were based on merit, or through fees. Tertiary education in Australia was structured into three sectors:\nUniversities\nInstitutes of technology (a hybrid between a university and a technical college)\nTechnical colleges\nDuring the early 1970s, there was a significant push to make tertiary education in Australia more accessible to working and middle-class people. In 1973, the Whitlam Labor Government abolished university fees. This increased the university participation rate.\nIn 1974, the Commonwealth assumed full responsibility for funding higher education (i.e., universities and Colleges of Advanced Education (CAEs)) and established the Commonwealth Tertiary Education Commission (CTEC), which had an advisory role and responsibility for allocating government funding among universities. However, in 1975, in the context of federal political crisis and economic recession, triennial funding of universities was suspended. Demand remained with growth directed to CAEs and State-controlled TAFE colleges."]], "1_corpus": "wikipedia"}
 {"tstamp": 1724838927.5112, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "52987268878f44039993aec3972d2061", "0_model_name": "jinaai/jina-embeddings-v2-base-en", "0_prompt": "Ken Wilber", "0_output": [["Ken Wilber", "Ken Wilber\n\nBooks The Spectrum of Consciousness, 1977, anniv. ed. 1993:\nNo Boundary: Eastern and Western Approaches to Personal Growth, 1979, reprint ed. 2001:\nThe Atman Project: A Transpersonal View of Human Development, 1980, 2nd ed.\nUp from Eden: A Transpersonal View of Human Evolution, 1981, new ed. 1996:\nThe Holographic Paradigm and Other Paradoxes: Exploring the Leading Edge of Science (editor), 1982,\nA Sociable God: A Brief Introduction to a Transcendental Sociology, 1983, new ed. 2005 subtitled Toward a New Understanding of Religion,\nEye to Eye: The Quest for the New Paradigm, 1984, 3rd rev. ed. 2001:\nQuantum Questions: Mystical Writings of the World's Great Physicists (editor), 1984, rev. ed. 2001:\nTransformations of Consciousness: Conventional and Contemplative Perspectives on Development (co-authors: Jack Engler, Daniel Brown), 1986,\nSpiritual Choices: The Problem of Recognizing Authentic Paths to Inner Transformation (co-authors: Dick Anthony, Bruce Ecker), 1987,\nGrace and Grit: Spirituality and Healing in the Life of Treya Killam Wilber, 1991, 2nd ed. 2001:\nSex, Ecology, Spirituality: The Spirit of Evolution, 1st ed. 1995, 2nd rev. ed. 2001:\nA Brief History of Everything, 1st ed. 1996, 2nd ed. 2001:\nThe Eye of Spirit: An Integral Vision for a World Gone Slightly Mad, 1997, 3rd ed. 2001:\nThe Essential Ken Wilber: An Introductory Reader, 1998,"]], "0_corpus": "wikipedia", "1_conv_id": "603c7f144cca46ec937d3dac5391e515", "1_model_name": "voyage-multilingual-2", "1_prompt": "Ken Wilber", "1_output": [["Ken Wilber", "Ken Wilber\n\nKenneth Earl Wilber II (born January 31, 1949) is an American theorist and writer on transpersonal psychology and his own integral theory, a four-quadrant grid which purports to encompass all human knowledge and experience."]], "1_corpus": "wikipedia"}
+{"tstamp": 1724839794.8437, "task_type": "retrieval", "type": "tievote", "models": ["", ""], "ip": "", "0_conv_id": "e6dcf496ec4d4a789f8c4a4deea2153f", "0_model_name": "nomic-ai/nomic-embed-text-v1.5", "0_prompt": "what is the life expectancy of a polar bear?", "0_output": [["what is the life expectancy of a polar bear?", "Polar bear\n\nMortality Polar bears can live up to 30 years. The bear's long lifespan and ability to consistently produce young offsets cub deaths in a population. Some cubs die in the dens or the womb if the female is not in good condition. Nevertheless, the female has a chance to produce a surviving litter the next spring if she can eat better in the coming year. Cubs will eventually starve if their mothers cannot kill enough prey. Cubs also face threats from wolves and adult male bears. Males kill cubs to bring their mother back into estrus but also kill young outside the breeding season for food. A female and her cubs can flee from the slower male. If the male can get close to a cub, the mother may try to fight him off, sometimes at the cost of her life.\nSubadult bears, who are independent but not quite mature, have a particularly rough time as they are not as successful hunters as adults. Even when they do succeed, their kill will likely be stolen by a larger bear. Hence subadults have to scavenge and are often underweight and at risk of starvation. At adulthood, polar bears have a high survival rate, though adult males suffer injuries from fights over mates. Polar bears are especially susceptible to Trichinella, a parasitic roundworm they contract through cannibalism.\nConservation status\nIn 2015, the IUCN Red List categorized the polar bear as vulnerable due to a \"decline in area of occupancy, extent of occurrence and/or quality of habitat\". It estimated the total population to be between 22,000 and 31,000, and the current population trend is unknown. Threats to polar bear populations include climate change, pollution and energy development."]], "0_corpus": "wikipedia", "1_conv_id": "74f49a77466c4692a42e6935e684519b", "1_model_name": "mixedbread-ai/mxbai-embed-large-v1", "1_prompt": "what is the life expectancy of a polar bear?", "1_output": [["what is the life expectancy of a polar bear?", "Polar bear\n\nMortality Polar bears can live up to 30 years. The bear's long lifespan and ability to consistently produce young offsets cub deaths in a population. Some cubs die in the dens or the womb if the female is not in good condition. Nevertheless, the female has a chance to produce a surviving litter the next spring if she can eat better in the coming year. Cubs will eventually starve if their mothers cannot kill enough prey. Cubs also face threats from wolves and adult male bears. Males kill cubs to bring their mother back into estrus but also kill young outside the breeding season for food. A female and her cubs can flee from the slower male. If the male can get close to a cub, the mother may try to fight him off, sometimes at the cost of her life.\nSubadult bears, who are independent but not quite mature, have a particularly rough time as they are not as successful hunters as adults. Even when they do succeed, their kill will likely be stolen by a larger bear. Hence subadults have to scavenge and are often underweight and at risk of starvation. At adulthood, polar bears have a high survival rate, though adult males suffer injuries from fights over mates. Polar bears are especially susceptible to Trichinella, a parasitic roundworm they contract through cannibalism.\nConservation status\nIn 2015, the IUCN Red List categorized the polar bear as vulnerable due to a \"decline in area of occupancy, extent of occurrence and/or quality of habitat\". It estimated the total population to be between 22,000 and 31,000, and the current population trend is unknown. Threats to polar bear populations include climate change, pollution and energy development."]], "1_corpus": "wikipedia"}
+{"tstamp": 1724839879.3578, "task_type": "retrieval", "type": "rightvote", "models": ["", ""], "ip": "", "0_conv_id": "4643f1c1b4c54afeba65d44620dd1798", "0_model_name": "Salesforce/SFR-Embedding-2_R", "0_prompt": "How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "0_output": [["How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "Fast inverse square root\n\nFast inverse square root, sometimes referred to as  or by the hexadecimal constant , is an algorithm that estimates , the reciprocal (or multiplicative inverse) of the square root of a 32-bit floating-point number  in IEEE 754 floating-point format. The algorithm is best known for its implementation in 1999 in Quake III Arena, a first-person shooter video game heavily based on 3D graphics. With subsequent hardware advancements, especially the x86 SSE instruction rsqrtss, this algorithm is not generally the best choice for modern computers, though it remains an interesting historical example.\nThe algorithm accepts a 32-bit floating-point number as the input and stores a halved value for later use. Then, treating the bits representing the floating-point number as a 32-bit integer, a logical shift right by one bit is performed and the result subtracted from the number , which is a floating-point representation of an approximation of . This results in the first approximation of the inverse square root of the input. Treating the bits again as a floating-point number, it runs one iteration of Newton's method, yielding a more precise approximation."]], "0_corpus": "wikipedia", "1_conv_id": "b83edc3763174257838c7b6707e7a529", "1_model_name": "mixedbread-ai/mxbai-embed-large-v1", "1_prompt": "How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "1_output": [["How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "Fast inverse square root\n\nUsing the approximation of the logarithm above, applied to both  and , the above equation gives:\nThus, an approximation of  is:\nwhich is written in the code as\ni  = 0x5f3759df - ( i >> 1 );\nThe first term above is the magic number\nfrom which it can be inferred that . The second term, , is calculated by shifting the bits of  one position to the right.\nNewton's method\nWith  as the inverse square root, . The approximation yielded by the earlier steps can be refined by using a root-finding method, a method that finds the zero of a function. The algorithm uses Newton's method: if there is an approximation,  for , then a better approximation  can be calculated by taking , where  is the derivative of  at . For the above ,\nwhere  and .\nTreating  as a floating-point number, y = y*(threehalfs - x/2*y*y); is equivalent to\nBy repeating this step, using the output of the function () as the input of the next iteration, the algorithm causes  to converge to the inverse square root. For the purposes of the Quake III engine, only one iteration was used.  A second iteration remained in the code but was commented out."]], "1_corpus": "wikipedia"}

data/retrieval_individual-a1f9e5e7-e4fc-4780-ab0e-fe41defd9698.jsonl

@@ -206,3 +206,7 @@
 {"tstamp": 1724837449.3524, "task_type": "retrieval", "type": "chat", "model": "BM25", "gen_params": {}, "start": 1724837444.2122, "finish": 1724837449.3524, "ip": "", "conv_id": "2c317f8d24b04590880899c2bd809085", "model_name": "BM25", "prompt": "Research focusing on enhancing federated learning efficiency through dynamic sampling and parameter selection.", "output": [["Research focusing on enhancing federated learning efficiency through dynamic sampling and parameter selection.", "Title: Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning\n\nAbstract: Federated learning (FL) is a novel machine learning setting that enables on-device intelligence via decentralized training and federated optimization. Deep neural networks' rapid development facilitates the learning techniques for modeling complex problems and emerges into federated deep learning under the federated setting. However, the tremendous amount of model parameters burdens the communication network with a high load of transportation. This paper introduces two approaches for improving communication efficiency by dynamic sampling and top-$k$ selective masking. The former controls the fraction of selected client models dynamically, while the latter selects parameters with top-$k$ largest values of difference for federated updating. Experiments on convolutional image classification and recurrent language modeling are conducted on three public datasets to show our proposed methods' effectiveness."]], "corpus": "arxiv"}
 {"tstamp": 1724838919.1492, "task_type": "retrieval", "type": "chat", "model": "jinaai/jina-embeddings-v2-base-en", "gen_params": {}, "start": 1724838916.6901, "finish": 1724838919.1492, "ip": "", "conv_id": "52987268878f44039993aec3972d2061", "model_name": "jinaai/jina-embeddings-v2-base-en", "prompt": "Ken Wilber", "output": [["Ken Wilber", "Ken Wilber\n\nBooks The Spectrum of Consciousness, 1977, anniv. ed. 1993:\nNo Boundary: Eastern and Western Approaches to Personal Growth, 1979, reprint ed. 2001:\nThe Atman Project: A Transpersonal View of Human Development, 1980, 2nd ed.\nUp from Eden: A Transpersonal View of Human Evolution, 1981, new ed. 1996:\nThe Holographic Paradigm and Other Paradoxes: Exploring the Leading Edge of Science (editor), 1982,\nA Sociable God: A Brief Introduction to a Transcendental Sociology, 1983, new ed. 2005 subtitled Toward a New Understanding of Religion,\nEye to Eye: The Quest for the New Paradigm, 1984, 3rd rev. ed. 2001:\nQuantum Questions: Mystical Writings of the World's Great Physicists (editor), 1984, rev. ed. 2001:\nTransformations of Consciousness: Conventional and Contemplative Perspectives on Development (co-authors: Jack Engler, Daniel Brown), 1986,\nSpiritual Choices: The Problem of Recognizing Authentic Paths to Inner Transformation (co-authors: Dick Anthony, Bruce Ecker), 1987,\nGrace and Grit: Spirituality and Healing in the Life of Treya Killam Wilber, 1991, 2nd ed. 2001:\nSex, Ecology, Spirituality: The Spirit of Evolution, 1st ed. 1995, 2nd rev. ed. 2001:\nA Brief History of Everything, 1st ed. 1996, 2nd ed. 2001:\nThe Eye of Spirit: An Integral Vision for a World Gone Slightly Mad, 1997, 3rd ed. 2001:\nThe Essential Ken Wilber: An Introductory Reader, 1998,"]], "corpus": "wikipedia"}
 {"tstamp": 1724838919.1492, "task_type": "retrieval", "type": "chat", "model": "voyage-multilingual-2", "gen_params": {}, "start": 1724838916.6901, "finish": 1724838919.1492, "ip": "", "conv_id": "603c7f144cca46ec937d3dac5391e515", "model_name": "voyage-multilingual-2", "prompt": "Ken Wilber", "output": [["Ken Wilber", "Ken Wilber\n\nKenneth Earl Wilber II (born January 31, 1949) is an American theorist and writer on transpersonal psychology and his own integral theory, a four-quadrant grid which purports to encompass all human knowledge and experience."]], "corpus": "wikipedia"}
+{"tstamp": 1724839781.7753, "task_type": "retrieval", "type": "chat", "model": "nomic-ai/nomic-embed-text-v1.5", "gen_params": {}, "start": 1724839779.6119, "finish": 1724839781.7753, "ip": "", "conv_id": "e6dcf496ec4d4a789f8c4a4deea2153f", "model_name": "nomic-ai/nomic-embed-text-v1.5", "prompt": "what is the life expectancy of a polar bear?", "output": [["what is the life expectancy of a polar bear?", "Polar bear\n\nMortality Polar bears can live up to 30 years. The bear's long lifespan and ability to consistently produce young offsets cub deaths in a population. Some cubs die in the dens or the womb if the female is not in good condition. Nevertheless, the female has a chance to produce a surviving litter the next spring if she can eat better in the coming year. Cubs will eventually starve if their mothers cannot kill enough prey. Cubs also face threats from wolves and adult male bears. Males kill cubs to bring their mother back into estrus but also kill young outside the breeding season for food. A female and her cubs can flee from the slower male. If the male can get close to a cub, the mother may try to fight him off, sometimes at the cost of her life.\nSubadult bears, who are independent but not quite mature, have a particularly rough time as they are not as successful hunters as adults. Even when they do succeed, their kill will likely be stolen by a larger bear. Hence subadults have to scavenge and are often underweight and at risk of starvation. At adulthood, polar bears have a high survival rate, though adult males suffer injuries from fights over mates. Polar bears are especially susceptible to Trichinella, a parasitic roundworm they contract through cannibalism.\nConservation status\nIn 2015, the IUCN Red List categorized the polar bear as vulnerable due to a \"decline in area of occupancy, extent of occurrence and/or quality of habitat\". It estimated the total population to be between 22,000 and 31,000, and the current population trend is unknown. Threats to polar bear populations include climate change, pollution and energy development."]], "corpus": "wikipedia"}
+{"tstamp": 1724839781.7753, "task_type": "retrieval", "type": "chat", "model": "mixedbread-ai/mxbai-embed-large-v1", "gen_params": {}, "start": 1724839779.6119, "finish": 1724839781.7753, "ip": "", "conv_id": "74f49a77466c4692a42e6935e684519b", "model_name": "mixedbread-ai/mxbai-embed-large-v1", "prompt": "what is the life expectancy of a polar bear?", "output": [["what is the life expectancy of a polar bear?", "Polar bear\n\nMortality Polar bears can live up to 30 years. The bear's long lifespan and ability to consistently produce young offsets cub deaths in a population. Some cubs die in the dens or the womb if the female is not in good condition. Nevertheless, the female has a chance to produce a surviving litter the next spring if she can eat better in the coming year. Cubs will eventually starve if their mothers cannot kill enough prey. Cubs also face threats from wolves and adult male bears. Males kill cubs to bring their mother back into estrus but also kill young outside the breeding season for food. A female and her cubs can flee from the slower male. If the male can get close to a cub, the mother may try to fight him off, sometimes at the cost of her life.\nSubadult bears, who are independent but not quite mature, have a particularly rough time as they are not as successful hunters as adults. Even when they do succeed, their kill will likely be stolen by a larger bear. Hence subadults have to scavenge and are often underweight and at risk of starvation. At adulthood, polar bears have a high survival rate, though adult males suffer injuries from fights over mates. Polar bears are especially susceptible to Trichinella, a parasitic roundworm they contract through cannibalism.\nConservation status\nIn 2015, the IUCN Red List categorized the polar bear as vulnerable due to a \"decline in area of occupancy, extent of occurrence and/or quality of habitat\". It estimated the total population to be between 22,000 and 31,000, and the current population trend is unknown. Threats to polar bear populations include climate change, pollution and energy development."]], "corpus": "wikipedia"}
+{"tstamp": 1724839835.7777, "task_type": "retrieval", "type": "chat", "model": "Salesforce/SFR-Embedding-2_R", "gen_params": {}, "start": 1724839833.4659, "finish": 1724839835.7777, "ip": "", "conv_id": "4643f1c1b4c54afeba65d44620dd1798", "model_name": "Salesforce/SFR-Embedding-2_R", "prompt": "How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "output": [["How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "Fast inverse square root\n\nFast inverse square root, sometimes referred to as  or by the hexadecimal constant , is an algorithm that estimates , the reciprocal (or multiplicative inverse) of the square root of a 32-bit floating-point number  in IEEE 754 floating-point format. The algorithm is best known for its implementation in 1999 in Quake III Arena, a first-person shooter video game heavily based on 3D graphics. With subsequent hardware advancements, especially the x86 SSE instruction rsqrtss, this algorithm is not generally the best choice for modern computers, though it remains an interesting historical example.\nThe algorithm accepts a 32-bit floating-point number as the input and stores a halved value for later use. Then, treating the bits representing the floating-point number as a 32-bit integer, a logical shift right by one bit is performed and the result subtracted from the number , which is a floating-point representation of an approximation of . This results in the first approximation of the inverse square root of the input. Treating the bits again as a floating-point number, it runs one iteration of Newton's method, yielding a more precise approximation."]], "corpus": "wikipedia"}
+{"tstamp": 1724839835.7777, "task_type": "retrieval", "type": "chat", "model": "mixedbread-ai/mxbai-embed-large-v1", "gen_params": {}, "start": 1724839833.4659, "finish": 1724839835.7777, "ip": "", "conv_id": "b83edc3763174257838c7b6707e7a529", "model_name": "mixedbread-ai/mxbai-embed-large-v1", "prompt": "How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "output": [["How many newtonian iterations does the quake 3 inverse square root algorithm perform?", "Fast inverse square root\n\nUsing the approximation of the logarithm above, applied to both  and , the above equation gives:\nThus, an approximation of  is:\nwhich is written in the code as\ni  = 0x5f3759df - ( i >> 1 );\nThe first term above is the magic number\nfrom which it can be inferred that . The second term, , is calculated by shifting the bits of  one position to the right.\nNewton's method\nWith  as the inverse square root, . The approximation yielded by the earlier steps can be refined by using a root-finding method, a method that finds the zero of a function. The algorithm uses Newton's method: if there is an approximation,  for , then a better approximation  can be calculated by taking , where  is the derivative of  at . For the above ,\nwhere  and .\nTreating  as a floating-point number, y = y*(threehalfs - x/2*y*y); is equivalent to\nBy repeating this step, using the output of the function () as the input of the next iteration, the algorithm causes  to converge to the inverse square root. For the purposes of the Quake III engine, only one iteration was used.  A second iteration remained in the code but was commented out."]], "corpus": "wikipedia"}