Datasets:

yuanfengustc
/

defensivekv_dataset

input string	context string	answers list	length int32	dataset string	language string	all_classes list	_id string	question string	answer list	task string	max_new_tokens int64	__index_level_0__ int64
How is the ground truth for fake news established?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "Ground truth is not established in the paper" ]	3,141	qasper	en	null	3ac3eef636db11635a21a61804cb28e92c546a5686dd1e12	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "Ground truth is not established in the paper" ]	qasper	128	0
What is the GhostVLAD approach?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "extension of the NetVLAD, adds Ghost clusters along with the NetVLAD clusters", "An extension of NetVLAD which replaces hard assignment-based clustering with soft assignment-based clustering with the additon o fusing Ghost clusters to deal with noisy content." ]	2,454	qasper	en	null	db6c4d611b78c840972b57ee0b245003566b982feaff1084	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "extension of the NetVLAD, adds Ghost clusters along with the NetVLAD clusters", "An extension of NetVLAD which replaces hard assignment-based clustering with soft assignment-based clustering with the additon o fusing Ghost clusters to deal with noisy content." ]	qasper	128	1
By how much does their model outperform the state of the art results?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "the attention model, MDREA, also outperforms the best existing research results (WAP 0.690 to 0.688)" ]	3,207	qasper	en	null	e419f2bff9d2ab7c3b60b3250caccd2d9ae1285ec3e8e818	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "the attention model, MDREA, also outperforms the best existing research results (WAP 0.690 to 0.688)" ]	qasper	128	2
What additional features and context are proposed?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "using tweets that one has replied or quoted to as contextual information", "text sequences of context tweets" ]	2,060	qasper	en	null	9fb085a1f47673d1907f2378c90843b4b6e8622a14fe1fa9	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "using tweets that one has replied or quoted to as contextual information", "text sequences of context tweets" ]	qasper	128	3
Which Facebook pages did they look at?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "FoxNews, CNN, ESPN, New York Times, Time magazine, Huffington Post Weird News, The Guardian, Cartoon Network, Cooking Light, Home Cooking Adventure, Justin Bieber, Nickelodeon, Spongebob, Disney", "FoxNews, CNN, ESPN, New York Times, Time magazine, Huffington Post Weird News, The Guardian, Cartoon Network, Cooki...	3,411	qasper	en	null	14e88916523197e066dbb743339685621db47c4beb503abb	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "FoxNews, CNN, ESPN, New York Times, Time magazine, Huffington Post Weird News, The Guardian, Cartoon Network, Cooking Light, Home Cooking Adventure, Justin Bieber, Nickelodeon, Spongebob, Disney", "FoxNews, CNN, ESPN, New York Times, Time magazine, Huffington Post Weird News, The Guardian, Cartoon Network, Cooki...	qasper	128	4
Do the hashtag and SemEval datasets contain only English data?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "Yes", "Yes" ]	3,735	qasper	en	null	c109a25d23a8c5c95af8697ef1ac51cd3bee93c67521af6d	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "Yes", "Yes" ]	qasper	128	5
What type of evaluation is proposed for this task?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "Answer with content missing: (Evaluation Metrics section) Precision, Recall, F1-scores, Strict match, METEOR, ROUGE-2" ]	4,263	qasper	en	null	072d3de1a7122730a13a31db3eede4113af2d920814f0aaa	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "Answer with content missing: (Evaluation Metrics section) Precision, Recall, F1-scores, Strict match, METEOR, ROUGE-2" ]	qasper	128	6
What are the datasets used for evaluation?	You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do...	[ "CNN/DailyMail news highlights, New York Times Annotated Corpus, XSum", "the CNN/DailyMail news highlights dataset BIBREF24, the New York Times Annotated Corpus (NYT; BIBREF25), XSum BIBREF22" ]	4,369	qasper	en	null	8fa5af6a36dd0b6b73900b2ec6f6e43a652a3e7d2b827a58	Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explana...	[ "CNN/DailyMail news highlights, New York Times Annotated Corpus, XSum", "the CNN/DailyMail news highlights dataset BIBREF24, the New York Times Annotated Corpus (NYT; BIBREF25), XSum BIBREF22" ]	qasper	128	7
How does this approach compare to other WSD approaches employing word embeddings?	"You are given a scientific article and a question. Answer the question as concisely as you can, usi(...TRUNCATED)	["GM$\\_$KL achieves better correlation than existing approaches for various metrics on SCWS dataset(...TRUNCATED)	2,189	qasper	en	null	5f00d4f6e62f4b99484eb78491f803f8143cc1b13ad33816	"Answer the question based on the above article as concisely as you can, using a single phrase or se(...TRUNCATED)	["GM$\\_$KL achieves better correlation than existing approaches for various metrics on SCWS dataset(...TRUNCATED)	qasper	128	8
How does their ensemble method work?	"You are given a scientific article and a question. Answer the question as concisely as you can, usi(...TRUNCATED)	[ "simply averaging the predictions from the constituent single models" ]	4,212	qasper	en	null	91dd7b7a6ead4025763812d70dc51c6674b0acf31bd5a5f0	"Answer the question based on the above article as concisely as you can, using a single phrase or se(...TRUNCATED)	[ "simply averaging the predictions from the constituent single models" ]	qasper	128	9

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DefensiveKV Dataset

This repository contains preprocessed datasets (including LongBench and 4K RULER) used for benchmarking KV cache eviction and compression methods in Large Language Models (LLMs).

This work is associated with the following research papers:

CriticalKV: Optimizing KV Cache Eviction from an Output Perturbation Perspective (ArXiv)
DefensiveKV: Taming the Fragility of KV Cache Eviction in LLM Inference (ArXiv)

The official implementation and evaluation scripts can be found on GitHub: FFY0/DefensiveKV.

Dataset Information

The repository includes preprocessed versions of:

LongBench: A comprehensive benchmark for long-context understanding.
RULER: A benchmark for evaluating the effective context length of LLMs (4096 context length).

Usage

To use these datasets for evaluation, you can clone the repository and set the corresponding environment variable:

# Clone the dataset repository
git clone https://huggingface.co/datasets/yuanfengustc/defensivekv_dataset

# Set the environment variable for evaluation scripts
export KVPRESS_DATASETS=/path/to/defensivekv_dataset

For detailed instructions on running evaluations, please refer to the GitHub repository.

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Papers for yuanfengustc/defensivekv_dataset

Taming the Fragility of KV Cache Eviction in LLM Inference

Paper • 2510.13334 • Published Oct 15, 2025 • 1

Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective

Paper • 2502.03805 • Published Feb 6, 2025