Datasets:

artefactory
/

abstention-reranking-benchmark

model_name stringclasses 22 values	dataset_path stringclasses 6 values	num_docs_pr int64 10 10	random_seed int64 42 42	queries listlengths 100 3.98k	positives listlengths 100 3.98k	negatives listlengths 100 3.98k	scores listlengths 100 3.98k	targets listlengths 100 3.98k
BAAI/bge-base-en-v1.5	C-MTEB/CMedQAv1-reranking	10	42	["痛风怎么治疗、怎么治疗痛风？痛风有7年了，前几天痛风发作左脚关节右(...TRUNCATED)	[["痛风是人体内嘌呤的物质的新陈代谢发生紊乱，尿酸的合成增加或排出减(...TRUNCATED)	[["你好慢性荨麻疹是一种常见的皮肤病。由各种因素致使皮肤粘膜血管发生(...TRUNCATED)	[[0.6762421727180481,0.747221827507019,0.689091682434082,0.7254526615142822,0.7521467804908752,0.629(...TRUNCATED)	[[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)
BAAI/bge-base-en-v1.5	C-MTEB/Mmarco-reranking	10	42	["威廉布拉德福德担任普利茅斯殖民地总督多少年了？","定义预防","颜色叠(...TRUNCATED)	[["http://en.wikipedia.org/wiki/William_Bradford_(Plymouth_Colony_governor) 威廉布拉德福德（(...TRUNCATED)	[["1628 年朝圣者到达普利茅斯后，清教徒也进入马萨诸塞州并在瑙姆凯格定(...TRUNCATED)	[[0.745614767074585,0.6968258023262024,0.7467241883277893,0.6535241007804871,0.6853892803192139,0.65(...TRUNCATED)	[[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.(...TRUNCATED)
BAAI/bge-base-en-v1.5	lyon-nlp/mteb-fr-reranking-alloprof-s2p	10	42	["Bonjour! Je voulais d'aide avec ces question je n'arrive pas a comprendre comment les faire Vrai o(...TRUNCATED)	[["La soustraction de nombres entiers relatifs\n\nIl est important de comprendre que faire la soustr(...TRUNCATED)	[["L'addition de fractions\n\nAvant d'être en mesure d'effectuer l'addition de deux nombres en nota(...TRUNCATED)	[[0.6456261873245239,0.6526315212249756,0.640670657157898,0.660647451877594,0.6128199696540833,0.631(...TRUNCATED)	[[1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)
BAAI/bge-base-en-v1.5	mteb/askubuntudupquestions-reranking	10	42	["cant install ubuntu from usb","what is a short cut i can use to switch applications ?","why does n(...TRUNCATED)	[["cant boot from usb drive . cant access grub . no graphical interface","is there a version of ubun(...TRUNCATED)	[["cant donwload nor update on 12.10","cant boot ubuntu through usb on pc ( works fine on my laptop (...TRUNCATED)	[[0.6900734901428223,0.6276241540908813,0.5894363522529602,0.6631084084510803,0.6195161938667297,0.3(...TRUNCATED)	[[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)
BAAI/bge-base-en-v1.5	mteb/scidocs-reranking	10	42	["A Direct Search Method to solve Economic Dispatch Problem with Valve-Point Effect","Bearish-Bullis(...TRUNCATED)	[["A hybrid of genetic algorithm and particle swarm optimization for recurrent network design","A mo(...TRUNCATED)	[["Dissecting and Reassembling Color Correction Algorithms for Image Stitching","Memory, navigation (...TRUNCATED)	[[0.6033567786216736,0.6765031814575195,0.5059962868690491,0.4464671313762665,0.7123444080352783,0.4(...TRUNCATED)	[[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,1.0,1.(...TRUNCATED)
BAAI/bge-base-en-v1.5	mteb/stackoverflowdupquestions-reranking	10	42	["String isNullOrEmpty in Java?","(2009) - Tool to deobfuscate Java codes","Error creating bean 'org(...TRUNCATED)	[["Java equivalent of c# String.IsNullOrEmpty() and String.IsNullOrWhiteSpace()"],["Deobfuscate Java(...TRUNCATED)	[["how to revearse a string?","Get apache.commons.cli.CommandLine as String","Why is String a class?(...TRUNCATED)	[[0.8157155513763428,0.5974575281143188,0.5399585962295532,0.5819792151451111,0.6100711226463318,0.6(...TRUNCATED)	[[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.(...TRUNCATED)
BAAI/bge-reranker-base	C-MTEB/CMedQAv1-reranking	10	42	["痛风怎么治疗、怎么治疗痛风？痛风有7年了，前几天痛风发作左脚关节右(...TRUNCATED)	[["痛风是人体内嘌呤的物质的新陈代谢发生紊乱，尿酸的合成增加或排出减(...TRUNCATED)	[["病情分析:你好，脑中风特点就是复发率高，致残率高，一般都有留有不同(...TRUNCATED)	[[7.444217205047607,-3.2369604110717773,-8.337899208068848,-10.196852684020996,-10.195515632629395,-(...TRUNCATED)	[[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)
BAAI/bge-reranker-base	C-MTEB/Mmarco-reranking	10	42	["威廉布拉德福德担任普利茅斯殖民地总督多少年了？","定义预防","颜色叠(...TRUNCATED)	[["http://en.wikipedia.org/wiki/William_Bradford_(Plymouth_Colony_governor) 威廉布拉德福德（(...TRUNCATED)	[["1628 年朝圣者到达普利茅斯后，清教徒也进入马萨诸塞州并在瑙姆凯格定(...TRUNCATED)	[[8.728681564331055,-8.313233375549316,-10.196521759033203,-6.039435386657715,-10.196885108947754,-1(...TRUNCATED)	[[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.(...TRUNCATED)
BAAI/bge-reranker-base	lyon-nlp/mteb-fr-reranking-alloprof-s2p	10	42	["Bonjour! Je voulais d'aide avec ces question je n'arrive pas a comprendre comment les faire Vrai o(...TRUNCATED)	[["L'addition de nombres entiers relatifs\n\nLes nombres entiers relatifs sont des nombres entiers \|(...TRUNCATED)	[["L'addition de fractions\n\nAvant d'être en mesure d'effectuer l'addition de deux nombres en nota(...TRUNCATED)	[[-4.38493537902832,-5.097748279571533,-7.661453723907471,-5.880716800689697,-8.341196060180664,-8.4(...TRUNCATED)	[[1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)
BAAI/bge-reranker-base	mteb/askubuntudupquestions-reranking	10	42	["cant install ubuntu from usb","what is a short cut i can use to switch applications ?","why does n(...TRUNCATED)	[["i cant upgrade my 8.04 ubuntu to 12.04","ca n't boot 13.10 from usb","cant boot from usb . usb de(...TRUNCATED)	[["can i move my ubuntu 12.04 im using now to a live usb","why does booting from live-usb give me a (...TRUNCATED)	[[1.6876752376556396,1.5568777322769165,1.085173487663269,3.134660243988037,2.1688549518585205,0.766(...TRUNCATED)	[[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0],[1.0,1.0,0.0,0.(...TRUNCATED)

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Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism

Dataset

This dataset provides the evaluation benchmark used in the paper "Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism", accepted at TMLR (September 2024).

Paper

For more details on this work, you can read the full paper here.

Citation:

@article{gisserot2024towards,
  title={Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism},
  author={Gisserot-Boukhlef, Hippolyte and Faysse, Manuel and Malherbe, Emmanuel and Hudelot, C{\'e}line and Colombo, Pierre},
  journal={arXiv preprint arXiv:2402.12997},
  year={2024}
}

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Collection including artefactory/abstention-reranking-benchmark

Abstention Reranking

Collection

Paper for artefactory/abstention-reranking-benchmark

Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism

Paper • 2402.12997 • Published Feb 20, 2024 • 9