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MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing
  Benchmark
v1v2 (latest)

MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark

21 August 2020
Haoran Li
Abhinav Arora
Shuohui Chen
Anchit Gupta
Sonal Gupta
Yashar Mehdad
ArXiv (abs)PDFHTML

Papers citing "MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark"

50 / 130 papers shown
From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning
From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning
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Song Wang
Xingbo Fu
Chengshuai Shi
Zhenyu Lei
Cong Shen
Jundong Li
162
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0
28 Oct 2025
LUMI: Unsupervised Intent Clustering with Multiple Pseudo-Labels
LUMI: Unsupervised Intent Clustering with Multiple Pseudo-Labels
I-Fan Lin
Faegheh Hasibi
Suzan Verberne
VLM
228
0
0
16 Oct 2025
LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
I-Fan Lin
Faegheh Hasibi
Suzan Verberne
167
0
0
08 Oct 2025
F2LLM Technical Report: Matching SOTA Embedding Performance with 6 Million Open-Source Data
F2LLM Technical Report: Matching SOTA Embedding Performance with 6 Million Open-Source Data
Ziyin Zhang
Zihan Liao
Hang Yu
Peng Di
Rui Wang
174
4
0
02 Oct 2025
K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling
K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling
Yongrui Chen
Yi Huang
Y. Liu
Shenyu Zhang
Junhao He
Tongtong Wu
Guilin Qi
Tianxing Wu
CLL
494
1
0
21 Sep 2025
Conan-Embedding-v2: Training an LLM from Scratch for Text Embeddings
Conan-Embedding-v2: Training an LLM from Scratch for Text Embeddings
Shiyu Li
Yang Tang
Ruijie Liu
Shi-Zhe Chen
Xi Chen
151
5
0
16 Sep 2025
Evaluating LLMs Without Oracle Feedback: Agentic Annotation Evaluation Through Unsupervised Consistency Signals
Evaluating LLMs Without Oracle Feedback: Agentic Annotation Evaluation Through Unsupervised Consistency Signals
Cheng Chen
Haiyan Yin
Ivor Tsang
200
1
0
10 Sep 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment
Jiaqian Li
Qisheng Hu
Jing Li
Wenya Wang
174
1
0
28 Aug 2025
Randomly Removing 50% of Dimensions in Text Embeddings has Minimal Impact on Retrieval and Classification Tasks
Randomly Removing 50% of Dimensions in Text Embeddings has Minimal Impact on Retrieval and Classification Tasks
Sotaro Takeshita
Yurina Takeshita
Daniel Ruffinelli
Simone Paolo Ponzetto
229
3
0
25 Aug 2025
On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey
On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey
Meishan Zhang
Xin Zhang
X. Zhao
Shouzheng Huang
Baotian Hu
Min Zhang
370
4
0
28 Jul 2025
KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model
KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model
Xinping Zhao
Xinshuo Hu
Zifei Shan
Shouzheng Huang
Yao Zhou
...
Meishan Zhang
Haofen Wang
Jun-chen Yu
Baotian Hu
Min Zhang
VLM
496
18
0
26 Jun 2025
Refract ICL: Rethinking Example Selection in the Era of Million-Token Models
Refract ICL: Rethinking Example Selection in the Era of Million-Token Models
Arjun R. Akula
Kazuma Hashimoto
Krishna Srinivasan
Aditi Chaudhary
K. Raman
Michael Bendersky
285
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14 Jun 2025
LGAI-EMBEDDING-Preview Technical Report
LGAI-EMBEDDING-Preview Technical Report
Jooyoung Choi
H. Kim
Hansol Jang
Changwook Jun
Kyunghoon Bae
Hyewon Choi
Stanley Jungkyu Choi
Honglak Lee
Chulmin Yun
347
0
0
09 Jun 2025
Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching
Selecting Demonstrations for Many-Shot In-Context Learning via Gradient MatchingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
J. Zhang
Bei Li
Jun Bai
Rumei Li
Yanmeng Wang
Chenghua Lin
Wenge Rong
446
3
0
05 Jun 2025
MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs
MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs
Zaid Alyafeai
Maged S. Al-Shaibani
Bernard Ghanem
389
8
0
26 May 2025
New Encoders for German Trained from Scratch: Comparing ModernGBERT with Converted LLM2Vec Models
New Encoders for German Trained from Scratch: Comparing ModernGBERT with Converted LLM2Vec Models
Julia Wunderle
Julia Wunderle
Jan Pfister
Fotis Jannidis
Andreas Hotho
OffRL
364
3
0
19 May 2025
Learning to Search Effective Example Sequences for In-Context Learning
Learning to Search Effective Example Sequences for In-Context LearningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025
Xiang Gao
Ankita Sinha
Kamalika Das
359
2
0
11 Mar 2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation
Tiansheng Wen
Yifei Wang
Zequn Zeng
Zhong Peng
Yudi Su
Xinyang Liu
Bo Chen
Hongwei Liu
Stefanie Jegelka
Chenyu You
CLL
808
17
0
03 Mar 2025
TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency
TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data ConsistencyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Henry Peng Zou
Zhengyao Gu
Yue Zhou
Yankai Chen
Weizhi Zhang
Liancheng Fang
Yibo Wang
Yangning Li
Kay Liu
Philip S. Yu
486
2
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26 Feb 2025
Enhancing Lexicon-Based Text Embeddings with Large Language Models
Enhancing Lexicon-Based Text Embeddings with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Yibin Lei
Tao Shen
Yu Cao
Andrew Yates
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230
6
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Task-Oriented Dialog Systems for the Senegalese Wolof Language
Task-Oriented Dialog Systems for the Senegalese Wolof LanguageInternational Conference on Computational Linguistics (COLING), 2024
Derguene Mbaye
Moussa Diallo
283
2
0
15 Dec 2024
IntentGPT: Few-shot Intent Discovery with Large Language Models
IntentGPT: Few-shot Intent Discovery with Large Language Models
Juan A. Rodriguez
Nicholas Botzer
David Vazquez
Christopher Pal
M. Pedersoli
I. Laradji
VLM
436
12
0
16 Nov 2024
Text Clustering as Classification with LLMs
Text Clustering as Classification with LLMs
Chen Huang
Guoxiu He
505
16
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30 Sep 2024
Making Text Embedders Few-Shot Learners
Making Text Embedders Few-Shot Learners
Chaofan Li
Minghao Qin
Shitao Xiao
Jianlyu Chen
Kun Luo
Yingxia Shao
Defu Lian
Zheng Liu
413
94
0
24 Sep 2024
HyperLoader: Integrating Hypernetwork-Based LoRA and Adapter Layers into
  Multi-Task Transformers for Sequence Labelling
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Jesús-Germán Ortiz-Barajas
Helena Gómez-Adorno
Thamar Solorio
428
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Learning to Retrieve Iteratively for In-Context Learning
Learning to Retrieve Iteratively for In-Context Learning
Yunmo Chen
Tongfei Chen
Harsh Jhamtani
Patrick Xia
Richard Shin
Jason Eisner
Benjamin Van Durme
RALM
236
16
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Unraveling the Mechanics of Learning-Based Demonstration Selection for
  In-Context Learning
Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Hui Liu
Wenya Wang
Hao Sun
Chris Xing Tian
Chenqi Kong
Xin Dong
Haoliang Li
286
13
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14 Jun 2024
MTEB-French: Resources for French Sentence Embedding Evaluation and
  Analysis
MTEB-French: Resources for French Sentence Embedding Evaluation and Analysis
Mathieu Ciancone
Imene Kerboua
Marion Schaeffer
W. Siblini
385
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NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models
Chankyu Lee
Rajarshi Roy
Mengyao Xu
Jonathan Raiman
Mohammad Shoeybi
Bryan Catanzaro
Ming-Yu Liu
RALM
881
470
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27 May 2024
Incorporating Lexical and Syntactic Knowledge for Unsupervised
  Cross-Lingual Transfer
Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual Transfer
Jianyu Zheng
Fengfei Fan
Jianquan Li
277
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Multilingual Large Language Model: A Survey of Resources, Taxonomy and
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Libo Qin
Qiguang Chen
Yuhang Zhou
Zhi Chen
Hai-Tao Zheng
Lizi Liao
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403
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Domain Adaptation in Intent Classification Systems: A Review
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LUCID: LLM-Generated Utterances for Complex and Interesting Dialogues
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NICE: To Optimize In-Context Examples or Not?
NICE: To Optimize In-Context Examples or Not?Annual Meeting of the Association for Computational Linguistics (ACL), 2024
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Exploring the Robustness of Task-oriented Dialogue Systems for
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