Methods › Natural Language Processing › Language Model Pre-Training › MPNet
MPNet
Introduced by Kaitao Song et al. in MPNet: Masked and Permuted Pre-training for Language Understanding
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MPNet is a pre-training method for language models that combines masked language modeling (MLM) and permuted language modeling (PLM) in one view. It takes the dependency among the predicted tokens into consideration through permuted language modeling and thus avoids the issue of BERT. On the other hand, it takes position information of all tokens as input to make the model see the position information of all the tokens and thus alleviates the position discrepancy of XLNet.
The training objective of MPNet is:
𝔼_(z∈𝒵ₙ) ∑ⁿ_(t=c+1)logP(x_(zₜ)|x_(z_(<t)), M_(z_(>c)); θ)
As can be seen, MPNet conditions on x_(z_(<t)) (the tokens preceding the current predicted token x_(zₜ)) rather than only the non-predicted tokens x_(z_(<=c)) in MLM; comparing with PLM, MPNet takes more information (i.e., the mask symbol [M] in position z_(>c)) as inputs. Although the objective seems simple, it is challenging to implement the model efficiently. For details, see the paper.
Papers archive 2025-07-28
17 shown of 17, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Computational Detection of Intertextual Parallels in Biblical Hebrew: A Benchmark Study Using Transformer-Based Language Models 30 Jun 2025 · 0 repositories · arXiv:2506.24117
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Large Language Model Guided Progressive Feature Alignment for Multimodal UAV Object Detection 10 Mar 2025 · 0 repositories · arXiv:2503.06948
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"Actionable Help" in Crises: A Novel Dataset and Resource-Efficient Models for Identifying Request and Offer Social Media Posts 24 Feb 2025 · 0 repositories · arXiv:2502.16839
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Explicit Depth-Aware Blurry Video Frame Interpolation Guided by Differential Curves 1 Jan 2025 · 0 repositories
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CReMa: Crisis Response through Computational Identification and Matching of Cross-Lingual Requests and Offers Shared on Social Media 20 May 2024 · 0 repositories · arXiv:2405.11897
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Harnessing PubMed User Query Logs for Post Hoc Explanations of Recommended Similar Articles 5 Feb 2024 · 0 repositories · arXiv:2402.03484
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RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System? 8 Aug 2023 · 0 repositories · arXiv:2308.04579
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Specious Sites: Tracking the Spread and Sway of Spurious News Stories at Scale 3 Aug 2023 · 1 repository · arXiv:2308.02068
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Identifying Misinformation on YouTube through Transcript Contextual Analysis with Transformer Models 22 Jul 2023 · 1 repository · arXiv:2307.12155
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Utilizing ChatGPT Generated Data to Retrieve Depression Symptoms from Social Media 5 Jul 2023 · 0 repositories · arXiv:2307.02313
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Vec2Vec: A Compact Neural Network Approach for Transforming Text Embeddings with High Fidelity 22 Jun 2023 · 0 repositories · arXiv:2306.12689
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Partial Mobilization: Tracking Multilingual Information Flows Amongst Russian Media Outlets and Telegram 25 Jan 2023 · 0 repositories · arXiv:2301.10856
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Using Large Pre-Trained Language Model to Assist FDA in Premarket Medical Device 3 Nov 2022 · 0 repositories · arXiv:2212.01217
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Happenstance: Utilizing Semantic Search to Track Russian State Media Narratives about the Russo-Ukrainian War On Reddit 28 May 2022 · 0 repositories · arXiv:2205.14484
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YoungSheldon at SemEval-2021 Task 5: Fine-tuning Pre-trained Language Models for Toxic Spans Detection using Token classification Objective 1 Aug 2021 · 1 repository
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mpNet: variable depth unfolded neural network for massive MIMO channel estimation 7 Aug 2020 · 1 repository · arXiv:2008.04088
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MPNet: Masked and Permuted Pre-training for Language Understanding 20 Apr 2020 · 7 repositories · arXiv:2004.09297Syntology ran 5 of 8 samples · 3 unverified · 6 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 38 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections