public-embedding-dataste
Collection
a embedding dataset derived from multiple publicly available dataset with commercial-friendly licences • 10 items • Updated
task stringclasses 1
value | source stringclasses 1
value | query_inst stringclasses 1
value | query stringlengths 6 277 | document_inst stringclasses 0
values | positives listlengths 1 4 | negatives listlengths 4 4 |
|---|---|---|---|---|---|---|
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I would like a cheap restaurant in the centre of town. Any suggestions? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Booking was successful for Saturday. Reference number is : 5LQHD9SU . Can I help with anything else? | null | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant says the booking could not be made",
"gives information, such as a preference, a detail or a fact"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Could you please tell me what theatre option you have chosen? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | that is it for now thanks | null | [
"the user thanks the assistant"
] | [
"says goodbye",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Am robbed and looking for help | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Not particularly. Do you have one you would recommend? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | That was all, thank you for your help today! | null | [
"the user thanks the assistant"
] | [
"says goodbye",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I was thinking of having caribbean food | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Thank you. While I have your attention, do you mind looking up a particular attraction for me? I believe it was called "hughes hall." | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Absolutely! Do you have any particular attraction type in mind? Maybe a specific area? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Sure, I'm looking for places to go in town, something in the east. Can you help? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | What about Hakka? It is an expensive Chinese restaurant in the north part of town. | null | [
"the assistant recommends a specific option"
] | [
"asks for information, such as a detail or a preference",
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | What type of attraction? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'm also looking for a place to stay in the moderate price range. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No thank you. I just need the post code for now. | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | You are welcome. Would you like for me to go ahead and book train TR4840 for you? | null | [
"the assistant offers to make a booking"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant says the booking could not be made",
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | your booking is complete your car will be a black bmw the contact number is 07594757678. It will have you at your destination by 5:30 is there anything else? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"the assistant confirms a booking and gives the reference number",
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | The contact number is 07050010887 and it will be a white Ford. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"the assistant confirms a booking and gives the reference number",
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No, I do not. I would, however, like to know the travel time. | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"gives information, such as a preference, a detail or a fact",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Great, that's all I need, thanks so much! Have a great day! | null | [
"the user thanks the assistant"
] | [
"says goodbye",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Do any of the nine restaurants serve north american food? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Great what is the price and id of the train? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Excellent. I'm also look for a particular attraction called great saint mary's church. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No but I would like free parking and a star of 4 please. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | TR7850 leaves at 11:17, can book some seats for you? Also, the postcode for Riverside Brasserie is cb21rt. I had forgotten to give you that information. | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers to make a booking"
] | [
"the assistant confirms a booking and gives the reference number",
"asks for information, such as a detail or a preference",
"the assistant says the booking could not be made",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Do you have an area or price range in mind? And do you want a hotel or a guesthouse? | null | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I have one, Gourmet Burger Kitchen. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I have 6 restaurants that serve expensive British food. Would you prefer one in the east, west or centre area? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | It is a hotel in the north part of town in the moderate price range with a 2 star rating, free internet, and free parking | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Does it matter what time you leave or arrive? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Okay. Thank you so much for help. | null | [
"the user thanks the assistant"
] | [
"says goodbye",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | We have plenty of those! Surprisingly, the 4-star places we have range in price from cheap to expensive. Do you have a preference? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Sure can, we have 33 locations available, do you have anything to help narrow it down? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There are trains leaving every 2 hours at 39 minutes past the hour from 13:39 until 23:39. All cost 16.60 pounds and take 88 minutes. Which do you prefer? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I found 2 guesthouses in the South both have a 4 star rating. There are two price ranges cheap and moderate, which do you prefer? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No thank you, but can I please have the address, postcode, and phone number? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There are trains to Kings Cross every 2 hours, on the hour. Is there a certain time you had in mind? | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Sure. I also need somewhere to eat. I'm thinking something on the expensive side and close to the college. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Their address is 53-57 lensfield road. Is there anything else I can help you with? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No as long as it leaves any time after 13:00 for 6 please and I need the reference number | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else",
"the assistant says the booking could not be made"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'm planning my trip there, but need to find a train for when I depart. Could you help me with that? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | It is expensive, but very good. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Can I get the address, phone number and postcode, please? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | You're all set for a table for 8 on Saturday at 19:45. They'll hold your table for 15 minutes. Is there anything else I can help you with today? | null | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant says the booking could not be made",
"gives information, such as a preference, a detail or a fact"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | They both sound great. Now I'm hungry. Thanks for the information! | null | [
"the user thanks the assistant"
] | [
"the assistant asks if the user needs anything else",
"asks for information, such as a detail or a preference",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Thanks that's all. Have a good one. | null | [
"says goodbye"
] | [
"the user thanks the assistant",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else",
"greets the other person or wishes them a good day"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | One in the East, please. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes, expensive, wifi, four stars. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"the assistant confirms a booking and gives the reference number",
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I am looking for information on train schedules. i need a train that leaves after 11:00 to Cambridge. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'm sorry I can't find any world food restaurants located in the centre. | null | [
"the assistant says nothing matches the request"
] | [
"the assistant asks if the user needs anything else",
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Good. Glad to hear it. You can end this conversation now. I don't need anything else. | null | [
"the user thanks the assistant"
] | [
"says goodbye",
"the assistant asks if the user needs anything else",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Okay. Your booking was successful. The reference number is OAOWJ7FF . Can I help you with anything else today? | null | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] | [
"the assistant offers to make a booking",
"the assistant says you are welcome or thanks the user for using the service",
"asks for information, such as a detail or a preference",
"the user thanks the assistant"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Can you help me find an expensive Chinese food restaurant? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | The postal code is cb17sr. They do have internet. Is there anything else I could help you with? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No that is everything that I need. Thank you so much for your help. | null | [
"the user thanks the assistant"
] | [
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant says you are welcome or thanks the user for using the service",
"says goodbye"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Thank you for using our service. have a good day! | null | [
"says goodbye"
] | [
"the assistant says you are welcome or thanks the user for using the service",
"the user thanks the assistant",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | You're all set. Your Reference number is : 7J5INWLY . Can I assist you with anything else? | null | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant offers to make a booking",
"gives information, such as a preference, a detail or a fact"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | What time do you need to arrive? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking",
"gives information, such as a preference, a detail or a fact"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes please. I'd like the address with postcode, and a phone number. | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I need a guesthouse that includes free parking. I'm needing one in the moderate price range. I don't care what area you find for me. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'd like to try the north. What do you suggest in that area? Please give me the address, phone number and entrance fees if any. Thank you! | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Great, what was the hotel that you decided on for me? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | That should work, can I please get a reference number? Also, I am looking for a place to stay in the moderate price range that is 4 stars. | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant says the booking could not be made",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There are 8 restaurants that have european food in the centre of town. Is there a pricerange you would like it to be in? | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant offers a choice between several options",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Sorry, the restaurant can't accomodate you. Want to try another day or time? | null | [
"the assistant says the booking could not be made",
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There are many trains each day that run between Leicester and Cambridge. What time would you like to travel? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes, I would like to know the address please | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes, may I have both the address and postcode for The Junction Theatre? | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | it is at 21 - 24 Northampton Street | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes I am looking for hotel that is cheap have free wifi and free parking. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There is a museum on 98 King Street named Broughton House Gallery. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | On Sunday. I want to make sure it's the place I'm thinking of first. Can you provide me with information about the hotel? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | There are lots of nice places. What would you like to do ? | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant offers to make a booking",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | how about TR1180 that leaves at 09:16? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I have booked the seat and here is the information-Booking was successful, the total fee is 16.6 GBP payable at the station . Reference number is : E770Z8W7 . | null | [
"the assistant confirms a booking and gives the reference number"
] | [
"the assistant offers to make a booking",
"the assistant says you are welcome or thanks the user for using the service",
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I also am looking for a place to stay, it will need to be on the east side and have free parking, I don't need internet. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Both are free. Is there anything else you'd like help with? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | can you tell me what area that's in? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'm also looking for a restaurant that serves north american food, in the expensive range. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I need it to be in the north, and be an actual hotel and free parking. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Okay, I have you booked for train TR5910. The total fee is 80.8 GDP. Is there anything more I can do for you? | null | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"gives information, such as a preference, a detail or a fact",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Hey, wait, just a second! I just remembered, I need a place to stay with 4 stars, preferably a hotel. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I can't seem to find any information about the cambridge and county folk museum, please help. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | The entrance fee is 2.50 pounds. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"asks for information, such as a detail or a preference",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | No problem, Can I help with anything else? | null | [
"the assistant asks if the user needs anything else",
"the assistant says you are welcome or thanks the user for using the service"
] | [
"asks for information, such as a detail or a preference",
"the user thanks the assistant",
"says goodbye",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Do you know if any of them offer free wifi? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Yes it is. It's address is 78-80 milton road, postcode cb41la. Would you like me to book it for you? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant offers to make a booking"
] | [
"the assistant confirms a booking and gives the reference number",
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant says the booking could not be made"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Okay how about the Travellers Rest on the west side? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Finches bed and breakfast has 4 stars. It's phone number is 01223276653 and Hobsons house has 3 stars. It's phone number is 01223304906 | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers a choice between several options",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Okay. May I have the phone number and address please? | null | [
"asks for information, such as a detail or a preference"
] | [
"gives information, such as a preference, a detail or a fact",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Taxi has been booked and it is a black bmw and the contact number is 07820748832. Can I help you with anything else? | null | [
"gives information, such as a preference, a detail or a fact",
"the assistant asks if the user needs anything else"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant says you are welcome or thanks the user for using the service"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | That you and whhat is the reference number ? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"gives information, such as a preference, a detail or a fact",
"the assistant offers to make a booking"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | On the east side of town, please. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant offers a choice between several options",
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I'm sorry, but booking was unsuccessful. Could you try a different day or time? | null | [
"the assistant says the booking could not be made",
"asks for information, such as a detail or a preference"
] | [
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | I am looking for a hotel called the alpha-milton guest house. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | In that case can you tell me the address of some of the colleges in the area? | null | [
"gives information, such as a preference, a detail or a fact",
"asks for information, such as a detail or a preference"
] | [
"the assistant offers a choice between several options",
"the assistant confirms a booking and gives the reference number",
"the assistant asks if the user needs anything else",
"the assistant recommends a specific option"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Can you please try again? | null | [
"asks for information, such as a detail or a preference"
] | [
"the assistant asks if the user needs anything else",
"the assistant confirms a booking and gives the reference number",
"the assistant says nothing matches the request",
"the assistant says the booking could not be made"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Hi I am planning a trip and need to find a cheap place to stay in the west part of Cambridge. | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant confirms a booking and gives the reference number",
"the assistant offers to make a booking",
"the assistant offers a choice between several options"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Do any of those places include free parking? | null | [
"gives information, such as a preference, a detail or a fact"
] | [
"asks for information, such as a detail or a preference",
"the assistant asks if the user needs anything else",
"the assistant offers a choice between several options",
"the assistant confirms a booking and gives the reference number"
] |
action | FaisalHejary/multiwoz-embedding-classification | Given a message from a conversation between a tourist and an information assistant, classify the actions it performs | Have a wonderful day and a great trip. If there is anything else I can help with just let me know. | null | [
"greets the other person or wishes them a good day"
] | [
"says goodbye",
"the user thanks the assistant",
"the assistant says you are welcome or thanks the user for using the service",
"the assistant asks if the user needs anything else"
] |
End of preview. Expand in Data Studio
Public embedding datasets
Classification and retrieval rows in one format, for training and evaluating instruction-following text embedding models. This repo merges the nine datasets in the public-embedding-dataste collection. Each config is a task, and each config has the splits its sources have.
from datasets import load_dataset
ds = load_dataset("FaisalHejary/public-embedding-datasets", "emotion", split="train")
Columns
| Column | Description |
|---|---|
task |
Task name, the same as the config. |
source |
The dataset the row comes from, e.g. FaisalHejary/iab-news-embedding. |
query_inst |
Instruction for embedding the query. |
query |
The query text. |
document_inst |
Instruction for embedding the documents, or null when the source uses none. |
positives |
The correct documents (usually one label). |
negatives |
Hard negatives, hardest first. |
Rows are copied unchanged from their source; see each source card for how they were built and filtered.
Configs
Tasks with the same name in different sources are merged into one config, so domain, emotion, language and bitext mix label sets and instructions. Filter on source to separate them. A split appears in a config when at least one of its sources has it, and holds only the rows of the sources that do: for example, emotion's validation split comes from GoEmotions only.
| Config | train | validation | test | Sources |
|---|---|---|---|---|
| action | 22,381 | 7,642 | 7,558 | multiwoz |
| bitext | 13,198 | 1,675 | 2,399 | nemotron-safety-guard, dialectal-mmlu |
| category | 15,000 | 3,267 | 3,754 | nemotron-safety-guard |
| dialect | 17,968 | 1,977 | dialectal-mmlu | |
| domain | 61,268 | 7,807 | iab-news, dialectal-mmlu, deepsearchqa | |
| emotion | 70,492 | 16,193 | 16,426 | go-emotions, dz-emotion |
| fact_opinion | 1,025 | 253 | fact-or-opinion | |
| harm | 15,000 | 1,139 | 1,295 | nemotron-safety-guard |
| intent | 21,328 | 4,649 | 4,667 | multiwoz |
| language | 25,691 | 2,119 | 5,741 | nemotron-safety-guard, fact-or-opinion |
| qa | 18,481 | 2,041 | dialectal-mmlu | |
| question | 6,000 | 6,000 | 6,000 | multiwoz |
| reply | 6,000 | 4,482 | 5,361 | nemotron-safety-guard |
| reply_risks | 6,000 | 4,482 | 5,361 | nemotron-safety-guard |
| safety | 6,000 | 4,482 | 5,361 | nemotron-safety-guard |
| sentiment | 33,956 | 6,854 | 6,849 | go-emotions |
| spam | 3,572 | 512 | sms-spam | |
| topic | 15,924 | 7,354 | 7,312 | multiwoz |
| Total | 359,284 | 70,338 | 90,674 |
The number of negatives per row varies by source and task, from 1 to 14. Some source validation and test splits keep more than 4 negatives.
Sources
| Dataset | Original | License |
|---|---|---|
| sms-spam-embedding | codesignal/sms-spam-collection | CC BY 4.0 |
| fact-or-opinion-embedding | agentlans/fact-or-opinion | ODC-By |
| deepsearchqa-domain-embedding | google/deepsearchqa | Apache 2.0 |
| multiwoz-embedding-classification | pfb30/multi_woz_v22 | Apache 2.0 |
| iab-news-embedding | mdonigian/iab-news-classification | MIT |
| dz-emotion-embedding | Houdna-khilouf/Dz-Emotion (labels reassigned by Claude) | CC BY 4.0 |
| nemotron-safety-guard-embedding | nvidia/Nemotron-Safety-Guard-Dataset-v3 | CC BY 4.0 |
| dialectal-mmlu-embedding | IFM/Dialectal-Arabic-MMLU_verified | see the original |
| go-emotions-multilingual-embedding | google-research-datasets/go_emotions, AnasAlokla/multilingual_go_emotions | Apache 2.0 |
Each part keeps the license of its original; credit the originals when you use this dataset.
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