Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
input stringlengths 2.92k 5.38k | output sequencelengths 1 1 | id stringlengths 40 40 |
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Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will happen to Addison?"
] | task596-a8ce0332295a4d6591dbceb0a058a5ee |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Others feel as a result?"
] | task596-0e4a904b33ba43719bd1dc19750636bb |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why is this person asking about divorce ?"
] | task596-cf0a944994ce496d8191ab4fd48a9400 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Taylor want to do next?"
] | task596-7aface62eb444639911c4930a6e3fb85 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Taylor feel as a result?"
] | task596-8bc1f343e39547e2b0bdf507a3783b62 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Aubrey want to do next?"
] | task596-24cc6119ef3c4735a02dff5717058f0a |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Carson want to do next?"
] | task596-c4e682c2e51f4752a5e4f4a81f554cf6 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would you describe Robin?"
] | task596-eb110b8ede7a4c0ebecc771e12972fab |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What's a possible reason the crystal pendant is vibrating and glowing ?"
] | task596-8aca1acc6c7f483dbaa86ac91c1ba18a |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"With whom does Pegeen fall in love?"
] | task596-7a8affd90da3464280f07646ea1fde91 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will happen to the co-workers?"
] | task596-0a93953cd99849a0b2ef7b57a6acf5a9 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Which players scored field goals longer than 20 yards?"
] | task596-9e0b304e7cd541d281e556b921f7d811 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"When will they have to do it again?"
] | task596-261ee4e5b6d147c1883a5dfaefce142a |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"In what way did Tolstoy's followers capitalize on his beliefs regarding private property in order to convince him to change his will?"
] | task596-d032b368ceed409f9d425175db6519ed |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why should we fling ourselves through the doorway with force ?"
] | task596-60c23857ec8d4205b8841ae58de1da6d |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Did they order anything else?"
] | task596-fb611c1bd77b43119a9ab5f19854a208 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would you describe Jesse?"
] | task596-231d5ab036704c069219c97a68377dbd |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"When was the last time they had been to the dentist?"
] | task596-e49073752ea846edae66c2afbad1b4a5 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"When Edward went to Sicily after recovering from his wound, which two family members of his died?"
] | task596-cdddc7aa33c84a1bb7ea01bb0a588d31 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Are there fewer congregations or synagogues?"
] | task596-9e2140bead8947138736fbb65b304362 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would you describe Aubrey?"
] | task596-0537d2fe5fee44c999956d1d328e7bf9 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What may be the reason for you resigning from your job ?"
] | task596-e703c5883b6b4f65b50a61b055830b46 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What may be true about your professor ?"
] | task596-c52eef55ecb141e397c7a32f21a37aa7 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Alex feel afterwards?"
] | task596-867a2a2941bf4668a26e9144bd92d561 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Jordan want to do next?"
] | task596-c306341c5b9b4e16bc9f075058a89243 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What is probably true about the narrator ?"
] | task596-0fc828037da24f44b1fe3468febe5230 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What may be causing your blood pressure and cholesterol issues ?"
] | task596-5088549c66524892ba8bd6bd08bf5bae |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What does Lee need to do before this?"
] | task596-aa33028d376948ae92c198ef441de5a0 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Where did MacGill's son's move to after 1575?"
] | task596-fb90be7e1c4343cab9a6ab56d2741fbb |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Kai feel afterwards?"
] | task596-a06701b583c24f5383ae1f7f1fbf6d8c |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Bailey feel as a result?"
] | task596-d5bacb6589634038ad09007195947131 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What might happen if you have him for the whole day ?"
] | task596-ac06acff26c242009afc02fa948e9436 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What is the last name of the person that the agent deduces the CIA operative is spying on?"
] | task596-ae2345ac80c144dc93588c8b1e568dd6 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What may have caused him to become your favorite teacher ?"
] | task596-a2f63d00846243b48fb3e97237e1e311 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What does Ted need to do next?"
] | task596-7ff5428cf9b843048c749b11c6fcb667 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Addison feel afterwards?"
] | task596-066b803cefc5469db776c9b06dda78c5 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Aubrey want to do next?"
] | task596-1fe6b4d0ee2f4318a80e443ee030dd88 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why did Riley do this?"
] | task596-0fc22ed634504a5a87acf767047970fd |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How did they feel about the dancing?"
] | task596-45c8b04b3dd043aebbab5d846ddf03dd |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Remy want to do next?"
] | task596-c92b4cc5ca6b4f909eace99dc260cb60 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What does Carson do next?"
] | task596-a6ebe1f0cd2142eb889e2a126c2f94b9 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will Quinn want to do next?"
] | task596-431daae941334490ae02c75161bbeb01 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What will happen to the others?"
] | task596-d2e8eb6eb1e34f4daccc55d06f4c3052 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Ho long did it take to decide what to buy?"
] | task596-03c57ac59d5b4257a483c52011eb9a59 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What may be true about the people of New York ?"
] | task596-0b80922e735e427eaa9c8e9a27cf08a6 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Riley feel afterwards?"
] | task596-d5fed9e7f0114ebfbc10d4c0cb1293cc |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Remy feel as a result?"
] | task596-151818fba9df45de9884828a36dbf3f8 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"How would Aubrey feel afterwards?"
] | task596-e28cc5e610f8464190e82106ccb4e16d |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Which old friends refuse to help Jack?"
] | task596-4759f4ab28d142b3b571bd1df33fdb1f |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What does Riley need to do before this?"
] | task596-5526025ef7734c39b53313330099624b |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why do they want the summer to end ?"
] | task596-69f28c4d144142d38f0782fe8e37abac |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What is the full name of the person whose wife reacts skeptically?"
] | task596-983624d6238e4088a9f4820c3c2e3d4a |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why did Sydney do this?"
] | task596-b2212025edec4a28b1b56497579fe372 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What does Casey need to do before this?"
] | task596-57fc7a4d24b54cd89c27f2f8fa4898cc |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"What was the name of what Cunningham directed Fraser on 13 April to attack?"
] | task596-81269ae2d9b0411f9932cb79e9cbe933 |
Definition: In this task, you're given a context passage. Your job is to generate relevant questions that can be answered by directly referring to the passage.
Positive Example 1 -
Input: Tracy slept awkwardly on their new bed and was having some pain, so Tracy cracked her neck.
Output: What did Tracy do with her neck... | [
"Why did Jordan do this?"
] | task596-ec8851ba676f4f0db523a593cd5360dc |
End of preview. Expand in Data Studio
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task596_mocha_question_generation
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks},
author={Yizhong Wang and Swaroop Mishra and Pegah Alipoormolabashi and Yeganeh Kordi and Amirreza Mirzaei and Anjana Arunkumar and Arjun Ashok and Arut Selvan Dhanasekaran and Atharva Naik and David Stap and Eshaan Pathak and Giannis Karamanolakis and Haizhi Gary Lai and Ishan Purohit and Ishani Mondal and Jacob Anderson and Kirby Kuznia and Krima Doshi and Maitreya Patel and Kuntal Kumar Pal and Mehrad Moradshahi and Mihir Parmar and Mirali Purohit and Neeraj Varshney and Phani Rohitha Kaza and Pulkit Verma and Ravsehaj Singh Puri and Rushang Karia and Shailaja Keyur Sampat and Savan Doshi and Siddhartha Mishra and Sujan Reddy and Sumanta Patro and Tanay Dixit and Xudong Shen and Chitta Baral and Yejin Choi and Noah A. Smith and Hannaneh Hajishirzi and Daniel Khashabi},
year={2022},
eprint={2204.07705},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2204.07705},
}
More details can also be found in the following paper:
@misc{brüelgabrielsson2024compressserveservingthousands,
title={Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead},
author={Rickard Brüel-Gabrielsson and Jiacheng Zhu and Onkar Bhardwaj and Leshem Choshen and Kristjan Greenewald and Mikhail Yurochkin and Justin Solomon},
year={2024},
eprint={2407.00066},
archivePrefix={arXiv},
primaryClass={cs.DC},
url={https://arxiv.org/abs/2407.00066},
}
Contact Information
For any comments or questions, please email Rickard Brüel Gabrielsson
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Homepage:
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Paper:
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Paper:
arxiv.org
Point of Contact:
Rickard Brüel Gabrielsson
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