Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
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"relaxation of rules governing exports"
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Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"slid"
] | task858-c1bc83ccd4ac4c40a44ae21df6592612 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"House leaders had hoped"
] | task858-8e668200debc4ca195afb9e999b7beb1 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"They expected"
] | task858-16394de34bbb480bb2fa47c908564207 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"newly industrialized countries"
] | task858-032b4bcc60b74c11933de75052b0c5b5 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"declined to identify the institutional investors"
] | task858-499e626731bc4b0ba0a1858c10cb1bd1 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"narrowed"
] | task858-97217db53bae43fca9da3b477bdfc7e6 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"Sheinberg"
] | task858-9fd44157082a4220b2f60abb6cd79469 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"Phillips ' s"
] | task858-2a9579c10d2544be8efed463b8a19687 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"A consortium of private investors"
] | task858-76ddeb62e3554f3ea727277317d43aec |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"previous five - year steel quotas ,"
] | task858-a9f4e4ad19e64c9493358ebf6e21008b |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"market share skidded"
] | task858-76cf6661c388459eb6321437753bbbcf |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"Nine - month net climbed 19 %"
] | task858-915d39d294de4657a7813257dd8354ff |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"Friday ' s stock - market sell - off in New York"
] | task858-a75fb9a27fe9473cae5dc2ae093a8840 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"while imports rose"
] | task858-c0162c96df8343aeaf0fb6a070c83760 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"year - earlier"
] | task858-d94b13ef25e54bfc951d93356ecc185b |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"may"
] | task858-215d847026fd4e1d95ddc89982958053 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"Little Italy"
] | task858-b2555b99baf14c9ca7e76e0b66e71c3b |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"share price of about 26 % ."
] | task858-dab60628565d4ff4affe698108fe52e3 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"declined to specify"
] | task858-a98db1951915471abda3c439fff489f1 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"severance"
] | task858-f3b77275234c419691bb7315533d0ebf |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"projects are big"
] | task858-69be6e3d4b4e4beb9ebe715d51c31ae3 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"certain financial processing services"
] | task858-e81990d2b6c846209ef33462c9d53069 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"overdue"
] | task858-b07c946feaa6473cae9da9d74a7fb3d9 |
Definition: Indicate a text span in the passage about which an inquisitive question is asked. (note, don't answer the question).
Positive Example 1 -
Input: Sentence: The Obama administration is developing additional screening protocols for airline passengers both overseas and in the United States to control infectiou... | [
"gained"
] | task858-02d5cb7a0ce24b3590b2affc61e4cc98 |
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