SPLADE Conversational
Collection
Collection of the SIGIR 2025 full paper: DiSCo: LLM Knowledge Distillation for Efficient Sparse Retrieval in Conversational Search
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9-1_1
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Find a suitable diet for me.
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9-1_2
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Which plant-based diet is the fastest for weight loss?
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9-1_3
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Is the DASH diet an effective weight loss diet?
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9-1_4
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Which of the mentioned diets, Vegan Mediterranean, Vegan Keto, and Weight Watchers, is a natural diet? (Note: I am assuming that "pill-based diet" is not mentioned in the conversation and that it was inferred from the user's comment about not wanting a "p
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9-1_5
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Is it permissible to consume fish in the Vegan Mediterranean and Vegan Keto diets?
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9-1_6
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Which diet among Vegan Mediterranean, Vegan Keto, Vegan Keto with Eco Swap, or Ornish Diet, would be easiest to follow for an extended period without causing significant discomfort or hardship?
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9-2_1
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What is the measure for obesity and how can I determine if I am obese?
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9-2_2
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Can you provide information on the other two methods for measuring obesity apart from BMI and why they might be necessary?
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9-2_3
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What is a healthy BMI range and how does my BMI compare to it?
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9-2_4
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What are effective strategies for weight loss for someone with a BMI of 41.6?
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9-2_5
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Is surgery the only option for me to lose weight if I cannot exercise?
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9-2_6
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Which diet is recommended for me to follow initially?
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9-2_7
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Which diet provides the fastest results, excluding diets for people with diabetes and diets based on celebrity endorsements?
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9-2_8
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Can you provide more information on the Atkins diet?
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9-2_9
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What is the difference between Atkins 20 and Atkins 40 diets?
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9-2_10
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What is next in the Atkins diet plans, and how do they differ?
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9-2_11
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Can you give me an example of a low-impact cardio exercise suitable for someone with a knee injury?
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9-2_12
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Is meat allowed on the Atkins diet?
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10-1_1
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What should I cook for dinner tonight for my family?
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10-1_2
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Could you please provide the recipe for the Mediterranean quinoa salad?
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10-1_3
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How much oil can be reduced in the Mediterranean Quinoa Salad dressing recipe?
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10-1_4
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Can I use butter instead of vinegar or oil in the Mediterranean Quinoa Salad dressing? And if yes, how much butter should I use instead?
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10-1_5
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What are some alternatives to feta cheese for use in the Mediterranean Quinoa Salad recipe?
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10-1_6
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What are the differences between using lime juice instead of vegetable oil in the dressing?
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10-1_7
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Which is better for me, low-fat mozzarella cheese or vegan cheese?
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10-1_8
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What does nutritional yeast taste like and where can I purchase it?
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10-1_9
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What are some other cheese substitutes besides mozzarella and vegan cheese?
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10-1_10
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Could you please provide a comparison between mozzarella and vegan cheese in terms of taste, texture, and where to purchase them?
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10-1_11
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Could you please compare the nutritional content and taste of ricotta cheese and cottage cheese?
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10-1_12
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Is ricotta cheese and cottage cheese safe for my consumption based on my nutritional requirements?
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10-1_13
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Could you explain the different cooking methods for cheese, and how each affects its taste and texture?
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10-1_14
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Could you tell me about general healthy cooking methods?
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10-1_15
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What are the differences between steaming and grilling, and which one is considered healthier in terms of nutrition?
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10-1_16
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Can you explain how to sauté food effectively?
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10-1_17
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Can I cook Mediterranean Quinoa Salad without oil?
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10-1_18
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Which types of oil are considered healthy for sauteing?
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10-1_19
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What other ingredients can be used for healthy sauteing besides olive oil?
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10-1_20
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Does using Greek yogurt instead of heavy cream in a recipe alter the taste of the dish?
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10-1_21
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What alternative cooking methods are healthier than using oil, and how can I replace oil when sauteing?
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10-2_1
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What are some common ingredients in cooking?
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10-2_2
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How does the taste or use of black garlic differ from limes?
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10-2_3
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What is the difference between black garlic and garlic in terms of taste and how it would impact my dishes?
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10-2_4
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What are some ways I can cook with or use black garlic?
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10-2_5
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What is the best way to use black garlic in my gourmet dishes?
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10-2_6
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How should I prepare and store black garlic?
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10-2_7
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How can I tell if black garlic has gone bad or spoiled?
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10-2_8
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Can you provide details on the Sous vide cooking technique?
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10-2_9
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Could you please use Celisus degrees instead of Fahrenheit?
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10-2_10
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How does the Sous-vide cooking technique compare to traditional cooking methods?
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10-2_11
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What are the key differences between sous vide cooking and normal cooking methods?
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10-2_12
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What types of food are best suited for Sous vide cooking?
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10-2_13
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What are some effective plating techniques for creating visually appealing dishes?
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10-2_14
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Can you suggest some popular cookbooks for gourmet cooking?
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10-2_15
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What cookbooks would you recommend for fusion cuisine and food science?
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10-3_1
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Suggest a tasty dish for me to cook this weekend.
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10-3_2
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What should I cook for my family this weekend?
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10-3_3
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Can you provide more information about Greek dishes?
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10-3_4
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Could you suggest some dishes different from Greek?
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10-3_5
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What are some non-Greek dish options for cooking?
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10-3_6
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Which cuisine (Greek or Italian) would better suit our family's food preferences?
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10-3_7
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Which dishes can be prepared without cheese for my husband?
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10-3_8
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Can you suggest some recipes for grilled meat skewers?
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10-3_9
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What is the cook time and method for the dolmades?
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10-3_10
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How can I cook both lasagne and dolmades?
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11-1_1
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What are some good souvenir options for aunts and uncles?
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11-1_2
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Can you suggest souvenirs for my aunt and uncle that they would like and that are specific to this country?
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11-1_3
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What makes the feuerzangenbowle Set special?
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11-1_4
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Which of these German souvenirs would my aunt prefer? (Dirndl and/or lederhosen, ampelmannchen, feuerzangenbowle set, etc.)
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11-1_5
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Which German kitchen tool brands can you recommend?
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11-1_6
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Can you recommend German stores near me that sell portable or foldable pots or pans, or can you suggest which stores carry compact cutlery or foldable knives?
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11-1_7
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Which stores sell WMF cutlery in Berlin?
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11-1_8
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Which German souvenir would my uncle likely enjoy?
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11-1_9
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What is the second souvenir you suggested for my uncle?
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11-2_1
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Find souvenirs suitable for a mother and sister.
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11-2_2
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What are the identities of souvenirs number 6 and 7 from your list?
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11-2_3
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Which souvenir would you recommend for someone who does not prefer coconut products?
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11-2_4
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What is the price range of Orchid-infused perfume and Merlion statuettes in Singapore?
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11-2_5
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What are some popular souvenirs from Turkey that could be purchased within a budget of two days' time?
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11-2_6
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What are some popular souvenirs from Turkey?
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11-2_7
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What other souvenirs can be purchased from Turkey?
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11-2_8
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Which Turkish souvenir do you recommend for my mother?
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11-2_9
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What souvenir would be suitable for my sister from Turkey?
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11-2_10
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What's the best souvenir from Turkey for my sister as a housewarming gift?
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11-2_11
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What are some compact or lightweight souvenirs I could consider from Turkey?
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12-1_1
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What solutions can help in dealing with job-related difficulties?
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12-1_2
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How does stress affect sleep and teaching performance?
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12-1_3
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What are some common work-related causes of stress? Or: What are the most frequent sources of stress in the work environment?
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12-1_4
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Is teaching generally considered to be a stressful profession?
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12-1_5
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Can you provide more information on teaching being one of the most stressed occupations? What are some reasons that make teaching stressful?
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12-1_6
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What are some ways to manage and control work-related stress as a teacher?
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12-1_7
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What other methods, apart from light yoga, can help in reducing stress?
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12-1_8
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Is self-hypnosis an effective stress management method?
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12-1_9
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Can self-hypnosis help in reducing stress?
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12-1_10
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Can hobbies help in reducing stress?
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12-1_11
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Is there a time-efficient exercise method that can help me reduce stress other than Yoga?
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12-1_12
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How long should I workout for to effectively reduce stress within 15 minutes of travel time?
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12-2_1
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How can I manage stress effectively?
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12-2_2
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Which factor, running a startup or living in California, is causing more stress for me?
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12-2_3
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Why does thinking about my job make my heart rate increase?
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12-2_4
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What are effective marketing strategies for struggling startups?
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This dataset contains Mistral-generated rewrites of conversational queries from the TREC iKAT 2023 dataset, used for open-domain conversational question answering.
It provides:
test
) aligned with the original iKAT 2023 dataThese rewrites were used in the paper:
For more information on the rewriting method and evaluation setup, see the DiSCo paper (Lupart et al., 2024).
The dataset consists of entries with:
id
(string): Turn identifier in the format Conversation_no_Turn_no
(e.g., 12_1
)text
(string): A rewritten query generated by the Mistral modelfrom datasets import load_dataset
# Load the dataset from the Hugging Face Hub
dataset = load_dataset("ikat23-rewrite-mistral")
# Show the first 5 examples from the test split
print("\nTest Split:")
for example in dataset["test"].select(range(5)):
print(example)
If you use our dataset, please cite our work and the original TREC iKAT 2023 dataset:
@article{lupart2024disco,
title={DiSCo Meets LLMs: A Unified Approach for Sparse Retrieval and Contextual Distillation in Conversational Search},
author={Lupart, Simon and Aliannejadi, Mohammad and Kanoulas, Evangelos},
journal={arXiv preprint arXiv:2410.14609},
year={2024}
}
@article{aliannejadi2024trec,
title={Trec ikat 2023: The interactive knowledge assistance track overview},
author={Aliannejadi, Mohammad and Abbasiantaeb, Zahra and Chatterjee, Shubham and Dalton, Jeffery and Azzopardi, Leif},
journal={arXiv preprint arXiv:2401.01330},
year={2024}
}