Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
input stringlengths 4.25k 4.38k | output sequencelengths 1 1 | id stringlengths 40 40 |
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Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The clothing in the north was warmer than the clothing in the south because there was more snow in the _ ."
] | task034-114a86c9296d439e802f7d26ae351d9c |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"John removed the molding from the window, but left the molding around the door, because he wanted to preserve the look of the _ ."
] | task034-501f75384ed44a868268dabb194c480d |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The storm was severe leading them to seek shelter under a bridge. The _ was sturdy."
] | task034-5810719e23a34e599c854e73afa320ac |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The handiwork was noted as being some of the best sewing and crafting that the world has ever seen. The _ was done with thread."
] | task034-5f4f84d574dd42f0821f5400c6654e71 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The woman settled for the tangerines, although she has wanted oranges, because the _ were available."
] | task034-3a8f919471e245d794c2ba0f8d7eba63 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Jack was in the mood for beef or venison for dinner, he ended up choosing the _ for a more exotic meal."
] | task034-ffb45a4a783145d087d2ef1fdb5e7dd7 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The child was not happy with the shoe that slipped off his leg when he was running. The _ is small."
] | task034-c7eabaaddc324c4ca7e80a45bcea6f28 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The book james got with him can not get into the bag because the _ is small."
] | task034-c98c62cd312c4fc2b6cec35dd8b147c0 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The chef recommended sliders to the VIP guests, but they ordered ribeyes instead. They were told the _ were not fresh."
] | task034-9c82906e872a4c31996131615d07d811 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The cake got burnt under the heat applied to it. It appears the _ is too much."
] | task034-a0e6190c20cb437abcad8318b5036c22 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Rehearsal was held in the studio instead of the auditorium since the _ had inadequate acoustics."
] | task034-f33e607b7c6d4c23b315cd6091e649a4 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"In the middle of the grass, weeds were starting to take over. The homeowner decided to spray the _ with fertilizing spray."
] | task034-57ef136135a746f6bae218a012045cf7 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"One dog was a German Shepherd and the other was a poodle.The _ was a small dog."
] | task034-995c3ff6a2de482e9105b1770c815321 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Many people refuse to eat soursop because of the spikes and pulp, but the _ is easy to get to."
] | task034-04670a62bff24a39a379e66314884dff |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"We had to use bleach to clean the shirts, but not for the pants, since the _ needed less care."
] | task034-a33af5958ad74d0fab441ab2c88481fb |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"In order to treat a hangover, I use ibuprofen rather than tylenol. The _ hurts my stomach."
] | task034-60316cf15c384932a6c9809e574a43d3 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"John can hardly hear the footstep when he was using the blender in the kitchen. The _ is quiet."
] | task034-54d1ec7e8d8c4888ac3012ab651db079 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Jenny prefers open book exams over closed book exams, because the _ have more information to memorize instead of reading it."
] | task034-a553244e8086498ab2d3d19d223a03fb |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Kyle's legs were more muscular than his arms were since he worked the _ out more."
] | task034-2bce704e5e7b44bb839a174a2e198a44 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The traveling salesman had problems sleeping in the hotel bed because the _ was too hard."
] | task034-a49378efd70b4aefb55fe1dafb2ff2fc |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"John wanted to tie a rope around a tire to swing on but the _ was too rough."
] | task034-3f1b6e2d92864ad395a895d30c3d86be |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"All of those chemicals couldn't be put in the closets because the _ were not secure."
] | task034-19942c453264495584fd3bb8262ea40f |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The drying machine was disposable at this point, but we still relied on the washboard, as the _ was essential at this point."
] | task034-36a74050e43448d89436ce5ee9dbf922 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The new air conditioner needed to be placed on the cement pad, but the _ was too small."
] | task034-5a42189d21a04403b58387a124fe3aa0 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"I tried to put the label on the bottle, but it didn't work because the _ was too narrow."
] | task034-bdd6991044794ce79f743aec5c563890 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"We dealt with the generator for a long time before we got electricity. The _ was really quiet."
] | task034-b511db0f223746b29e4b0cf5485ceb02 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The shoelace still drags on the floor after James wrapped it around the shoe. The _ is too small."
] | task034-b242b0183863462e99408c23fcafce05 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"We could easily notice the pot shining in the son unlike the rod beside it because the _ is dull."
] | task034-7fef7ddfbdb34c19be1520d7724beea5 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"I couldn't fit the new trailer that I have into the area because the _ was too narrow."
] | task034-b0336213f73147bf9e4311f6e3c0619c |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Jackie and her sibling wanted to go to a restaurant to eat, by cab, but the _ was lost."
] | task034-6f41bfa92477479fa3b1cb6ac2122538 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Bob is celebrating an anniversary and will only buy expensive foods. Instead of onions, he got black truffles to eat because the _ are expensive."
] | task034-e632a4f6a1e647bd82c812a72729daa6 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"He could write about the spring or the fall, but he cared for the _ more."
] | task034-16261b1f05bd46dba9f4257dec600039 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The wind grabbed the beret off the woman's head and blew it into the river, because the _ was strong."
] | task034-8605c62cea8544e096ff88b59ed75443 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"We wanted to eat street food, either kwek kwek or tacos. We picked the _ since it's old."
] | task034-c7b9d90386264127a7ff6c8701400fb3 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"James can no longer eat the food in the fridge and he got himself a fruit instead. The _ is fresh."
] | task034-2445e34c04ae4aa8a0701e2e1dba5bfe |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The program failed to analyze the code, because with all the technology, the _ was too complex for the task."
] | task034-762e68bec4344de5acd53580b6ec8816 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Amy tried to spread the cake icing all over the cake but the _ was too big."
] | task034-41eefd9b41ed4a3b9553f96e620a24c9 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"John cannot eat the bacon brought to him and he decided to eat the beef instead. The _ is fresh."
] | task034-e83d506f657b4a4a9ec26e7600178254 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"The rope was loosened around the pole but not the hole since the _ was mobile."
] | task034-b33d515232be47a39a50c736a289977b |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"People tend to use their savings on holidays or on gifts, when they have less money they spend it on the _ instead of holidays."
] | task034-d6294cbd4af644dfbd8d6623f06d8057 |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"It was easier to clean the patio than it was to clean the bathroom because the _ was dusty."
] | task034-0beb324eac4e42d2b3a2119377d135ab |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"There was only a little fuel left in the tank, so to travel a far distance was out of the question, since the _ was too great."
] | task034-17d5ad5936174e49a9041916e81e5dba |
Definition: In this task, you're given a fill-in-the-blank question that contains two object names. Additionally, you're given one answer which is one of the objects present in the question. In this task, you need to minimally change the given question so that the answer flips to another object in the question. Remembe... | [
"Ricky had to get a new headlight for his motorcycle to be able to drive at night, because the _ was too dark."
] | task034-8c16d467ef984764915865c450006cda |
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},
}
For any comments or questions, please email Rickard Brüel Gabrielsson