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Collections including paper arxiv:2507.00994

Research material on research about pre-training encoders, with extensive comparison on masked language modeling paradigm vs causal langage modeling.

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-clm-40k-mlm50-42k

Feature Extraction • Updated Jul 4, 2025 • 3
MLMvsCLM/1b-mlm50-42k

Feature Extraction • Updated Jul 4, 2025 • 3
MLMvsCLM/610m-clm-42k-5000

Feature Extraction • Updated Jul 4, 2025 • 2

Should We Still Pretrain Encoders with Masked Language Modeling?

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLM vs CLM

Collection

65 items • Updated Sep 25, 2025 • 1

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm40-42k-10000

Feature Extraction • Updated Jul 4, 2025 • 5
MLMvsCLM/610m-clm-40k-mlm20-42k

Feature Extraction • Updated Jul 4, 2025 • 10
MLMvsCLM/1b-mlm40-42k

Feature Extraction • Updated Jul 4, 2025 • 11

EuroBERT Encoding model

Suite of models for improved integration into RAG (for information retrieval), designed for ease-of-use and practicability in industrial context

EuroBERT/EuroBERT-210m

Fill-Mask • 0.3B • Updated Oct 18, 2025 • 7.77k • 83
EuroBERT/EuroBERT-610m

Fill-Mask • 0.8B • Updated Oct 18, 2025 • 2.21k • 34
EuroBERT/EuroBERT-2.1B

Fill-Mask • 2B • Updated Oct 18, 2025 • 1.15k • 67
EuroBERT: Scaling Multilingual Encoders for European Languages

Paper • 2503.05500 • Published Mar 7, 2025 • 81

MLM versus CLM for NLP tasks

Related paper: "Should We Still Pretrain Encoders with Masked Language Modeling?"

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm30-42k

Feature Extraction • Updated Jul 4, 2025 • 16
MLMvsCLM/610m-mlm40-42k-2000

Feature Extraction • Updated Jul 4, 2025 • 14
MLMvsCLM/610m-clm-17k-mlm40-22k

Feature Extraction • Updated Jul 4, 2025 • 13

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm40-42k-10000

Feature Extraction • Updated Jul 4, 2025 • 5
MLMvsCLM/610m-clm-40k-mlm20-42k

Feature Extraction • Updated Jul 4, 2025 • 10
MLMvsCLM/1b-mlm40-42k

Feature Extraction • Updated Jul 4, 2025 • 11

SAMed-2: Selective Memory Enhanced Medical Segment Anything Model

Paper • 2507.03698 • Published Jul 4, 2025 • 12
Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81

Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline

Paper • 2411.12814 • Published Nov 19, 2024 • 23
SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

Paper • 2411.14525 • Published Nov 21, 2024 • 19
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities

Paper • 2412.04106 • Published Dec 4, 2024 • 5
PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion

Paper • 2412.17780 • Published Dec 23, 2024 • 5

Research material on research about pre-training encoders, with extensive comparison on masked language modeling paradigm vs causal langage modeling.

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-clm-40k-mlm50-42k

Feature Extraction • Updated Jul 4, 2025 • 3
MLMvsCLM/1b-mlm50-42k

Feature Extraction • Updated Jul 4, 2025 • 3
MLMvsCLM/610m-clm-42k-5000

Feature Extraction • Updated Jul 4, 2025 • 2

MLM versus CLM for NLP tasks

Related paper: "Should We Still Pretrain Encoders with Masked Language Modeling?"

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm30-42k

Feature Extraction • Updated Jul 4, 2025 • 16
MLMvsCLM/610m-mlm40-42k-2000

Feature Extraction • Updated Jul 4, 2025 • 14
MLMvsCLM/610m-clm-17k-mlm40-22k

Feature Extraction • Updated Jul 4, 2025 • 13

Should We Still Pretrain Encoders with Masked Language Modeling?

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLM vs CLM

Collection

65 items • Updated Sep 25, 2025 • 1

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm40-42k-10000

Feature Extraction • Updated Jul 4, 2025 • 5
MLMvsCLM/610m-clm-40k-mlm20-42k

Feature Extraction • Updated Jul 4, 2025 • 10
MLMvsCLM/1b-mlm40-42k

Feature Extraction • Updated Jul 4, 2025 • 11

Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81
MLMvsCLM/610m-mlm40-42k-10000

Feature Extraction • Updated Jul 4, 2025 • 5
MLMvsCLM/610m-clm-40k-mlm20-42k

Feature Extraction • Updated Jul 4, 2025 • 10
MLMvsCLM/1b-mlm40-42k

Feature Extraction • Updated Jul 4, 2025 • 11

SAMed-2: Selective Memory Enhanced Medical Segment Anything Model

Paper • 2507.03698 • Published Jul 4, 2025 • 12
Should We Still Pretrain Encoders with Masked Language Modeling?

Paper • 2507.00994 • Published Jul 1, 2025 • 81

EuroBERT Encoding model

Suite of models for improved integration into RAG (for information retrieval), designed for ease-of-use and practicability in industrial context

EuroBERT/EuroBERT-210m

Fill-Mask • 0.3B • Updated Oct 18, 2025 • 7.77k • 83
EuroBERT/EuroBERT-610m

Fill-Mask • 0.8B • Updated Oct 18, 2025 • 2.21k • 34
EuroBERT/EuroBERT-2.1B

Fill-Mask • 2B • Updated Oct 18, 2025 • 1.15k • 67
EuroBERT: Scaling Multilingual Encoders for European Languages

Paper • 2503.05500 • Published Mar 7, 2025 • 81

Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline

Paper • 2411.12814 • Published Nov 19, 2024 • 23
SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

Paper • 2411.14525 • Published Nov 21, 2024 • 19
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities

Paper • 2412.04106 • Published Dec 4, 2024 • 5
PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion

Paper • 2412.17780 • Published Dec 23, 2024 • 5

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