{ "metadata": { "base_model": "GSAI-ML/LLaDA-8B-Instruct", "matched_nfe": [ 8, 32 ], "protocols": { "xsum-6": { "nfe": 8, "generation_tokens": 128, "dsl_seed": 42, "llada_sampling": "deterministic argmax" }, "travel-anchored-1-seed1": { "nfe": 32, "generation_tokens": 64, "dsl_seed": 1, "llada_sampling": "deterministic argmax" }, "xsum-4": { "nfe": 32, "generation_tokens": 128, "dsl_seed": 42, "llada_sampling": "deterministic argmax" }, "xsum-16": { "nfe": 32, "generation_tokens": 128, "dsl_seed": 42, "llada_sampling": "deterministic argmax" } }, "tasks_updated": [ "xsum", "travel" ], "selection": "XSum cases are real source-grounded examples selected for readable final outputs under matched NFE; travel is a qualitative matched-NFE trajectory selected from a disclosed seed sweep, not a benchmark score" }, "cases": [ { "key": "xsum-6", "task": "xsum", "title": "News summary", "dataset_index": 6, "id": 6, "source": "Media playback is not supported on this device\nThe Olympic silver medallist accused the organisation of \"ageism\" and having \"zero regard\" for her welfare.\nShe is the latest high-profile cyclist to come forward after Jess Varnish, Nicole Cooke and Emma Pooley criticised the World Class programme.\nHouvenaghel told the BBC she felt \"vindicated\" by a leaked draft report detailing British Cycling's failures.\nThe report said British Cycling \"sanitised\" its own investigation into claims former technical director Shane Sutton used sexist language towards Varnish, who went public last April about her treatment.\nBritish Cycling subsequently admitted it did not pay \"sufficient care and attention\" to the wellbeing of staff and athletes at the expense of winning medals, an approach Houvenaghel attested to in her BBC interview.\nBoth Sutton and predecessor Sir Dave Brailsford have now left British Cycling.\nHouvenaghel, 42, spoke to BBC Sport during its State of Sport week, which on Thursday examines the issue of athlete welfare versus a win-at-all-costs culture.\nA government-commissioned review, headed by 11-time Paralympic champion Baroness Grey-Thompson, into safety and wellbeing in British sport, is due to be published imminently.\nIt is expected to recommend significant reforms designed to improve the way athletes are treated by governing bodies.\nHouvenaghel claimed:\nBritish Cycling said it \"has acknowledged and takes very seriously previous cultural and governance failings in the World Class Programme\".\nIt said it has accepted the draft report's findings and already put into a place a 39-point action plan to \"systematically address the cultural and behavioural shortcomings\".\nThe statement added: \"Our new chair Jonathan Browning has apologised for instances where we have fallen short in our commitment to athlete welfare and has offered to meet with anyone who can help improve British Cycling.\"\nWho else has spoken out?\nHouvenaghel won silver in the individual pursuit at the Beijing Olympics in 2008, and gold in the World Championship team pursuit in 2008, 2009 and 2011.\nShe retired in 2014, aged 39, after withdrawing from the Commonwealth Games in Glasgow with a back injury.\nHouvenaghel was critical of both Sutton and her team-mates in the aftermath of the London 2012 Olympics, where she was left out of all three team pursuit races as Dani King, Laura Trott and Joanna Rowsell-Shand won gold in a world record time.\nSpeaking to BBC Sport this week, the Northern Irish rider said that experience was \"very traumatic\" and she felt \"torment\" at having \"no explanation\" for her last-minute omission.\nAt the time, Brailsford, then performance director, defended the selection saying they had to \"take the personal element out of it, and look at the data and be professional\".\nHe added: \"I think when a team steps up and makes six world records on the trot and a gold medal, then I don't think you can argue with that.\"\nBritish Cycling reiterated that point on Thursday, adding it was \"proud to support Wendy in what was a wonderfully successful cycling career\" and she was \"part of a pioneering generation of riders who set new standards of excellence\", but was dropped in London 2012 \"based on her performance\".\nOther elite cyclists, including King and Roswell-Shand have praised the leadership at British Cycling.\nAsked whether she was simply not good enough for the 2012 team, Houvenaghel replied: \"It was definitely not about performance. I don't think the fastest team on the day were permitted to race.\n\"There are certain chosen riders on the team who will not have experienced the culture of fear and will not have been on the receiving end of that - the bullying, the harassment, being frozen out of opportunities.\n\"It was horrid - it was not the training environment I expected. There was no choice. If you rocked the boat, you were out. There was no alternative.\n\"Medals at any cost, that's how it was whenever I was there, certainly in 2012.\"\nHouvenaghel said she also witnessed the sexism that has been highlighted by other female riders, and also claims she was discriminated against because of her age.\n\"I can certainly relate to the bullying,\" she said. \"For me personally, I felt it was more ageism - being a little bit older than my team-mates, it didn't seem to be something that the staff necessarily wanted for our team in 2012.\n\"They didn't care about what happened to me afterwards. I never heard another thing from them.\n\"After six years of constantly medalling at World Cups, World Championships, nationals, both on the track and on the road, they discarded me in a very undignified way from the team, which I don't feel was right.\"\nFourteen-time Paralympic gold medallist Dame Sarah Storey told BBC Sport that elite level sport in Britain is \"cut-throat\" but there are \"no excuses for crossing that line\" into bullying.\nAsked about the balance between winning and athlete welfare, the 39-year-old replied: \"It's a really difficult question because you have to be a human being, you have to allow for people to make mistakes. But the currency is race wins, the currency is gold medals.\n\"It's not an excuse but you have to have a thick skin in sport, you have to be able to take the rough with the smooth because of the racing that you go through.\n\"But there are no excuses for crossing that line, and if those lines have been crossed they will be found out and they'll be dealt with.\"", "prompt": "Summarize the following text in one sentence:\n\nMedia playback is not supported on this device\nThe Olympic silver medallist accused the organisation of \"ageism\" and having \"zero regard\" for her welfare.\nShe is the latest high-profile cyclist to come forward after Jess Varnish, Nicole Cooke and Emma Pooley criticised the World Class programme.\nHouvenaghel told the BBC she felt \"vindicated\" by a leaked draft report detailing British Cycling's failures.\nThe report said British Cycling \"sanitised\" its own investigation into claims former technical director Shane Sutton used sexist language towards Varnish, who went public last April about her treatment.\nBritish Cycling subsequently admitted it did not pay \"sufficient care and attention\" to the wellbeing of staff and athletes at the expense of winning medals, an approach Houvenaghel attested to in her BBC interview.\nBoth Sutton and predecessor Sir Dave Brailsford have now left British Cycling.\nHouvenaghel, 42, spoke to BBC Sport during its State of Sport week, which on Thursday examines the issue of athlete welfare versus a win-at-all-costs culture.\nA government-commissioned review, headed by 11-time Paralympic champion Baroness Grey-Thompson, into safety and wellbeing in British sport, is due to be published imminently.\nIt is expected to recommend significant reforms designed to improve the way athletes are treated by governing bodies.\nHouvenaghel claimed:\nBritish Cycling said it \"has acknowledged and takes very seriously previous cultural and governance failings in the World Class Programme\".\nIt said it has accepted the draft report's findings and already put into a place a 39-point action plan to \"systematically address the cultural and behavioural shortcomings\".\nThe statement added: \"Our new chair Jonathan Browning has apologised for instances where we have fallen short in our commitment to athlete welfare and has offered to meet with anyone who can help improve British Cycling.\"\nWho else has spoken out?\nHouvenaghel won silver in the individual pursuit at the Beijing Olympics in 2008, and gold in the World Championship team pursuit in 2008, 2009 and 2011.\nShe retired in 2014, aged 39, after withdrawing from the Commonwealth Games in Glasgow with a back injury.\nHouvenaghel was critical of both Sutton and her team-mates in the aftermath of the London 2012 Olympics, where she was left out of all three team pursuit races as Dani King, Laura Trott and Joanna Rowsell-Shand won gold in a world record time.\nSpeaking to BBC Sport this week, the Northern Irish rider said that experience was \"very traumatic\" and she felt \"torment\" at having \"no explanation\" for her last-minute omission.\nAt the time, Brailsford, then performance director, defended the selection saying they had to \"take the personal element out of it, and look at the data and be professional\".\nHe added: \"I think when a team steps up and makes six world records on the trot and a gold medal, then I don't think you can argue with that.\"\nBritish Cycling reiterated that point on Thursday, adding it was \"proud to support Wendy in what was a wonderfully successful cycling career\" and she was \"part of a pioneering generation of riders who set new standards of excellence\", but was dropped in London 2012 \"based on her performance\".\nOther elite cyclists, including King and Roswell-Shand have praised the leadership at British Cycling.\nAsked whether she was simply not good enough for the 2012 team, Houvenaghel replied: \"It was definitely not about performance. I don't think the fastest team on the day were permitted to race.\n\"There are certain chosen riders on the team who will not have experienced the culture of fear and will not have been on the receiving end of that - the bullying, the harassment, being frozen out of opportunities.\n\"It was horrid - it was not the training environment I expected. There was no choice. If you rocked the boat, you were out. There was no alternative.\n\"Medals at any cost, that's how it was whenever I was there, certainly in 2012.\"\nHouvenaghel said she also witnessed the sexism that has been highlighted by other female riders, and also claims she was discriminated against because of her age.\n\"I can certainly relate to the bullying,\" she said. \"For me personally, I felt it was more ageism - being a little bit older than my team-mates, it didn't seem to be something that the staff necessarily wanted for our team in 2012.\n\"They didn't care about what happened to me afterwards. 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treatment for the disease.\nThe experiments were on mice put on a modified form of the \"fasting-mimicking diet\".\nWhen people go on it they spend five days on a low calorie, low protein, low carbohydrate but high unsaturated-fat diet.\nIt resembles a vegan diet with nuts and soups, but with around 800 to 1,100 calories a day.\nThen they have 25 days eating what they want - so overall it mimics periods of feast and famine.\nPrevious research has suggested it can slow the pace of ageing.\nBut animal experiments showed the diet regenerated a special type of cell in the pancreas called a beta cell.\nThese are the cells that detect sugar in the blood and release the hormone insulin if it gets too high.\nDr Valter Longo, from the University of Southern California, said: \"Our conclusion is that by pushing the mice into an extreme state and then bringing them back - by starving them and then feeding them again - the cells in the pancreas are triggered to use some kind of developmental reprogramming that rebuilds the part of the organ that's no longer functioning.\"\nThere were benefits in both type 1 and type 2 diabetes in the mouse experiments.\nType 1 is caused by the immune system destroying beta cells and type 2 is largely caused by lifestyle and the body no longer responding to insulin.\nFurther tests on tissue samples from people with type 1 diabetes produced similar effects.\nDr Longo said: \"Medically, these findings have the potential to be very important because we've shown - at least in mouse models - that you can use diet to reverse the symptoms of diabetes.\n\"Scientifically, the findings are perhaps even more important because we've shown that you can use diet to reprogram cells without having to make any genetic alterations.\"\nBBC reporter Peter Bowes took part in a separate trial with Dr Valter Longo.\nHe said: \"During each five-day fasting cycle, when I ate about a quarter of the average person's diet, I lost between 2kg and 4kg 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The latest findings help to explain why.\nHowever, Dr Longo said people should not rush off and crash diet.\nHe told the BBC: \"It boils down to do not try this at home, this is so much more sophisticated than people realise.\"\nHe said people could \"get into trouble\" with their health if it was done without medical guidance.\nDr Emily Burns, research communications manager at Diabetes UK, said: \"This is potentially very exciting news, but we need to see if the results hold true in humans before we'll know more about what it means for people with diabetes.\n\"People with type-1 and type-2 diabetes would benefit immensely from treatments that can repair or regenerate insulin-producing cells in the pancreas.\"\nFollow James on Twitter.", "prompt": "Summarize the following text in one sentence:\n\nRestoring the function of the organ - which helps control blood sugar levels - reversed symptoms of diabetes in animal experiments.\nThe study, published in the journal Cell, says the diet reboots the body.\nExperts said the findings were \"potentially very exciting\" as they could become a new treatment for the disease.\nThe experiments were on mice put on a modified form of the \"fasting-mimicking diet\".\nWhen people go on it they spend five days on a low calorie, low protein, low carbohydrate but high unsaturated-fat diet.\nIt resembles a vegan diet with nuts and soups, but with around 800 to 1,100 calories a day.\nThen they have 25 days eating what they want - so overall it mimics periods of feast and famine.\nPrevious research has suggested it can slow the pace of ageing.\nBut animal experiments showed the diet regenerated a special type of cell in the pancreas called a beta cell.\nThese are the cells that detect sugar in the blood and release the hormone insulin if it gets too high.\nDr Valter Longo, from the University of Southern California, said: \"Our conclusion is that by pushing the mice into an extreme state and then bringing them back - by starving them and then feeding them again - the cells in the pancreas are triggered to use some kind of developmental reprogramming that rebuilds the part of the organ that's no longer functioning.\"\nThere were benefits in both type 1 and type 2 diabetes in the mouse experiments.\nType 1 is caused by the immune system destroying beta cells and type 2 is largely caused by lifestyle and the body no longer responding to insulin.\nFurther tests on tissue samples from people with type 1 diabetes produced similar effects.\nDr Longo said: \"Medically, these findings have the potential to be very important because we've shown - at least in mouse models - that you can use diet to reverse the symptoms of diabetes.\n\"Scientifically, the findings are perhaps even more important because we've shown that you can use diet to reprogram cells without having to make any genetic alterations.\"\nBBC reporter Peter Bowes took part in a separate trial with Dr Valter Longo.\nHe said: \"During each five-day fasting cycle, when I ate about a quarter of the average person's diet, I lost between 2kg and 4kg (4.4-8.8lbs).\n\"But before the next cycle came round, 25 days of eating normally had returned me almost to my original weight.\n\"But not all consequences of the diet faded so quickly.\"\nHis blood pressure was lower as was a hormone called IGF-1, which is linked to some cancers.\nHe said: \"The very small meals I was given during the five-day fast were far from gourmet cooking, but I was glad to have something to eat\"\nPeter Bowes: Fasting for science\nPeter Bowes: Intermittent fasting and the good things it did to my body\nSeparate trials of the diet in people have been shown to improve blood sugar levels. The latest findings help to explain why.\nHowever, Dr Longo said people should not rush off and crash diet.\nHe told the BBC: \"It boils down to do not try this at home, this is so much more sophisticated than people realise.\"\nHe said people could \"get into trouble\" with their health if it was done without medical guidance.\nDr Emily Burns, research communications manager at Diabetes UK, said: \"This is potentially very exciting news, but we need to see if the results hold true in humans before we'll know more about what it means for people with diabetes.\n\"People with type-1 and type-2 diabetes would benefit immensely from treatments that can repair or regenerate insulin-producing cells in the pancreas.\"\nFollow James on Twitter.", "reference": "The pancreas can be triggered to regenerate itself through a type of fasting diet, say US researchers.", "gen_length": 128, "dsl": { "output": "A diet \"mimicking fasting\" can regenerate the insulin cells in the pancreas, and reverse 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continued access to data is in \"everyone's best interest\".\nMany US scientists are rushing to copy information onto servers outside the control of the federal government.\nThey are afraid the Trump administration will curb access to climate and other research.\nThe President-elect has blown hot and cold on the issue of climate change, having previously tweeted about global warming being a hoax.\nOn Wednesday, one of his advisers compared scientists who support the mainstream view on global warming to flat-Earthers.\n\"There was an overwhelming science that the Earth was flat and there was an overwhelming science that we were the centre of the world,\" said Anthony Scaramucci, a member of the Trump transition committee, on CNN.\n\"We get a lot of things wrong in the scientific community.\"\nNow at the Co-operative Institute for Research in Environmental Sciences, Dr Abdalati served as Nasa's chief scientist in 2011, for two years.\nHe says it is too early to tell if this type of rhetoric from the Trump team will be backed up by action against scientists working on climate issues.\n\"I do think that when it comes to access to federal databases, and information that the taxpayers have paid for, there would have to be a tremendous paradigm shift to actively take steps to make those data unavailable, and I think doing so would be an enormous disservice to the citizens of this country and to the world in general,\" he said via email.\n\"I do think that the scientific community, educators, members of the private sector who rely on these data in their businesses, and others will need to make clear that continued access to these data, which have been paid for by the taxpayers, allows their full value to be realized and is in everyone's best interest.\"\nOther researchers are taking a more pessimistic view on the question of data access and are encouraging colleagues and students to make copies. Prof Robert Paterson, from the University of Texas, Austin, says that he learned this the hard way under the administration of George W Bush, another president cool on climate.\n\"Within a month of coming into office the EPA website went down for three weeks and when it went back up stuff wasn't available anymore,\" Prof Paterson told BBC News.\n\"If history repeats itself with another administration that is basically a naysayer to climate change science, I would say it would be prudent for folks to do what they can to keep as much as they can on mirror sites.\"\nOther scientists are concerned about nominations to key government areas such as former Texas governor Rick Perry at Department of Energy (DoE) and Oklahoma attorney general Scott Pruitt at the EPA. Both have heavily criticised the agencies they now lead.\nAttempts by the Trump transition team at the DoE to obtain a list of all those employees who had worked on climate change have provoked anger as well as fear.\n\"I was horrified by the report with regard to Department of Energy scientists being named. We must stand up to that and I have said so. We are all DoE scientists in that regard,\" said Dr Kevin Trenberth who has been a lead author for the Intergovernmental Panel on Climate Change (IPCC) is a senior scientist at the US National Center for Atmospheric Research (NCAR).\n\"That is a pretty chilling action by an incoming administration - the rhetoric suggests that revenge is a valid response to people who disagree with you,\" said Prof Robert Paterson,\nThe Energy department has refused to comply with the request and the Trump team has now said the questionnaire was \"not authorised\".\nMany researchers are worried that the anti-climate tone being struck by the incoming administration will have many serious consequences for scientists trying to do their jobs in real world situations.\n\"Flooding is a fact of life in Texas and the frequency with which we're seeing it is noticeably increasing,\" said Dr Shannon Van Zandt, at Texas A&M University.\n\"A lot of the tools that have been developed by Federal agencies have been designed to help communities predict the changes that they're going to see and if that is restricted we would lose the ability to help people understand and incorporate it into the decisions that they're making both at the local level and at the state policy level.\"\nBut some in this field believe that the change of administration is a good moment to review the type of scientific questions that US researchers are asking.\nMarcel Crok is a Dutch science writer who doesn't support the scientific consensus on climate change. He says that much of the research in the field takes place in an echo chamber and he welcomes the fact that the Trump administration will challenge this.\nMr Crok accepts that human emissions of carbon dioxide are warming the planet, but he questions the accepted view on how far and how rapidly temperatures will rise. Mainstream scientists, he says, rely on models that are over sensitive to carbon. He expects this to change under Trump.\nHe said: \"What the field is trying to do is prove that the observational estimates are wrong and that the models are still right, and in my opinion this is exactly the problem. They should be more open minded, they should be open to the idea that the models are wrong!\"\n\"I hope that under a Trump regime at least there would be more funding, because if the funding agencies ask these kind of questions they can stimulate research in other directions than proving that the models are right all the time.\"\nThe idea that aspects of climate research, supported by a minority, should now gain funding at the expense of the majority view, is dismissed by those in the field.\n\"It is not all spun, it is not all one side or the other,\" said Prof James White from the Institute of Arctic and Alpine Research at the University of Colorado.\n\"This is good unbiased information, it would be a real shame if that data is turned off.\"\nFollow Matt on Twitter and on Facebook", "prompt": "Summarize the following text in one sentence:\n\nDr Waleed Abdalati told the BBC the that continued access to data is in \"everyone's best interest\".\nMany US scientists are rushing to copy information onto servers outside the control of the federal government.\nThey are afraid the Trump administration will curb access to climate and other research.\nThe President-elect has blown hot and cold on the issue of climate change, having previously tweeted about global warming being a hoax.\nOn Wednesday, one of his advisers compared scientists who support the mainstream view on global warming to flat-Earthers.\n\"There was an overwhelming science that the Earth was flat and there was an overwhelming science that we were the centre of the world,\" said Anthony Scaramucci, a member of the Trump transition committee, on CNN.\n\"We get a lot of things wrong in the scientific community.\"\nNow at the Co-operative Institute for Research in Environmental Sciences, Dr Abdalati served as Nasa's chief scientist in 2011, for two years.\nHe says it is too early to tell if this type of rhetoric from the Trump team will be backed up by action against scientists working on climate issues.\n\"I do think that when it comes to access to federal databases, and information that the taxpayers have paid for, there would have to be a tremendous paradigm shift to actively take steps to make those data unavailable, and I think doing so would be an enormous disservice to the citizens of this country and to the world in general,\" he said via email.\n\"I do think that the scientific community, educators, members of the private sector who rely on these data in their businesses, and others will need to make clear that continued access to these data, which have been paid for by the taxpayers, allows their full value to be realized and is in everyone's best interest.\"\nOther researchers are taking a more pessimistic view on the question of data access and are encouraging colleagues and students to make copies. Prof Robert Paterson, from the University of Texas, Austin, says that he learned this the hard way under the administration of George W Bush, another president cool on climate.\n\"Within a month of coming into office the EPA website went down for three weeks and when it went back up stuff wasn't available anymore,\" Prof Paterson told BBC News.\n\"If history repeats itself with another administration that is basically a naysayer to climate change science, I would say it would be prudent for folks to do what they can to keep as much as they can on mirror sites.\"\nOther scientists are concerned about nominations to key government areas such as former Texas governor Rick Perry at Department of Energy (DoE) and Oklahoma attorney general Scott Pruitt at the EPA. Both have heavily criticised the agencies they now lead.\nAttempts by the Trump transition team at the DoE to obtain a list of all those employees who had worked on climate change have provoked anger as well as fear.\n\"I was horrified by the report with regard to Department of Energy scientists being named. We must stand up to that and I have said so. We are all DoE scientists in that regard,\" said Dr Kevin Trenberth who has been a lead author for the Intergovernmental Panel on Climate Change (IPCC) is a senior scientist at the US National Center for Atmospheric Research (NCAR).\n\"That is a pretty chilling action by an incoming administration - the rhetoric suggests that revenge is a valid response to people who disagree with you,\" said Prof Robert Paterson,\nThe Energy department has refused to comply with the request and the Trump team has now said the questionnaire was \"not authorised\".\nMany researchers are worried that the anti-climate tone being struck by the incoming administration will have many serious consequences for scientists trying to do their jobs in real world situations.\n\"Flooding is a fact of life in Texas and the frequency with which we're seeing it is noticeably increasing,\" said Dr Shannon Van Zandt, at Texas A&M University.\n\"A lot of the tools that have been developed by Federal agencies have been designed to help communities predict the changes that they're going to see and if that is restricted we would lose the ability to help people understand and incorporate it into the decisions that they're making both at the local level and at the state policy level.\"\nBut some in this field believe that the change of administration is a good moment to review the type of scientific questions that US researchers are asking.\nMarcel Crok is a Dutch science writer who doesn't support the scientific consensus on climate change. 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They should be more open minded, they should be open to the idea that the models are wrong!\"\n\"I hope that under a Trump regime at least there would be more funding, because if the funding agencies ask these kind of questions they can stimulate research in other directions than proving that the models are right all the time.\"\nThe idea that aspects of climate research, supported by a minority, should now gain funding at the expense of the majority view, is dismissed by those in the field.\n\"It is not all spun, it is not all one side or the other,\" said Prof James White from the Institute of Arctic and Alpine Research at the University of Colorado.\n\"This is good unbiased information, it would be a real shame if that data is turned off.\"\nFollow Matt on Twitter and on Facebook", "reference": "Limiting access to federal research would do an \"enormous disservice\" to the US and the world according to former Nasa chief scientist.", "gen_length": 128, "dsl": { "output": "Many US 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