DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models Article Swipe

PDF

Ying Zhou , Xinyao Wang , Yanhui Niu , Yansong Shen , Luping Tang , Chen Fan , Bin He , Sun Le , Lanfang Wen ·

YOU? · · 2025 · Open Access · · DOI: https://doi.org/10.18653/v1/2025.findings-acl.1061

Related Topics

Computer Science

Physics

Concepts

Computer science Diffusion Thermodynamics Physics

Metadata

Type: article
Language: en
Landing Page: https://doi.org/10.18653/v1/2025.findings-acl.1061
PDF: https://aclanthology.org/2025.findings-acl.1061.pdf
OA Status: gold
Cited By: 1
Related Works: 10
OpenAlex ID: https://openalex.org/W4412887740

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W4412887740

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.18653/v1/2025.findings-acl.1061

Digital Object Identifier
Title: DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models

Work title
Type: article

OpenAlex work type
Language: en

Primary language
Publication year: 2025

Year of publication
Publication date: 2025-01-01

Full publication date if available
Authors: Ying Zhou, Xinyao Wang, Yanhui Niu, Yansong Shen, Luping Tang, Chen Fan, Bin He, Sun Le, Lanfang Wen

List of authors in order
Landing page: https://doi.org/10.18653/v1/2025.findings-acl.1061

Publisher landing page
PDF URL: https://aclanthology.org/2025.findings-acl.1061.pdf

Direct link to full text PDF
Open access: Yes

Whether a free full text is available
OA status: gold

Open access status per OpenAlex
OA URL: https://aclanthology.org/2025.findings-acl.1061.pdf

Direct OA link when available
Concepts: Computer science, Diffusion, Thermodynamics, Physics

Top concepts (fields/topics) attached by OpenAlex
Cited by: 1

Total citation count in OpenAlex
Citations by year (recent): 2025: 1

Per-year citation counts (last 5 years)
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W4412887740
doi	https://doi.org/10.18653/v1/2025.findings-acl.1061
ids.doi	https://doi.org/10.18653/v1/2025.findings-acl.1061
ids.openalex	https://openalex.org/W4412887740
fwci	4.81974515
type	article
title	DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models
biblio.issue
biblio.volume
biblio.last_page	20658
biblio.first_page	20638
topics[0].id	https://openalex.org/T10181
topics[0].field.id	https://openalex.org/fields/17
topics[0].field.display_name	Computer Science
topics[0].score	0.9865000247955322
topics[0].domain.id	https://openalex.org/domains/3
topics[0].domain.display_name	Physical Sciences
topics[0].subfield.id	https://openalex.org/subfields/1702
topics[0].subfield.display_name	Artificial Intelligence
topics[0].display_name	Natural Language Processing Techniques
topics[1].id	https://openalex.org/T12031
topics[1].field.id	https://openalex.org/fields/17
topics[1].field.display_name	Computer Science
topics[1].score	0.9805999994277954
topics[1].domain.id	https://openalex.org/domains/3
topics[1].domain.display_name	Physical Sciences
topics[1].subfield.id	https://openalex.org/subfields/1702
topics[1].subfield.display_name	Artificial Intelligence
topics[1].display_name	Speech and dialogue systems
topics[2].id	https://openalex.org/T11450
topics[2].field.id	https://openalex.org/fields/17
topics[2].field.display_name	Computer Science
topics[2].score	0.9531999826431274
topics[2].domain.id	https://openalex.org/domains/3
topics[2].domain.display_name	Physical Sciences
topics[2].subfield.id	https://openalex.org/subfields/1712
topics[2].subfield.display_name	Software
topics[2].display_name	Model-Driven Software Engineering Techniques
is_xpac	False
apc_list
apc_paid
concepts[0].id	https://openalex.org/C41008148
concepts[0].level	0
concepts[0].score	0.6967483758926392
concepts[0].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[0].display_name	Computer science
concepts[1].id	https://openalex.org/C69357855
concepts[1].level	2
concepts[1].score	0.6337696313858032
concepts[1].wikidata	https://www.wikidata.org/wiki/Q163214
concepts[1].display_name	Diffusion
concepts[2].id	https://openalex.org/C97355855
concepts[2].level	1
concepts[2].score	0.0
concepts[2].wikidata	https://www.wikidata.org/wiki/Q11473
concepts[2].display_name	Thermodynamics
concepts[3].id	https://openalex.org/C121332964
concepts[3].level	0
concepts[3].score	0.0
concepts[3].wikidata	https://www.wikidata.org/wiki/Q413
concepts[3].display_name	Physics
keywords[0].id	https://openalex.org/keywords/computer-science
keywords[0].score	0.6967483758926392
keywords[0].display_name	Computer science
keywords[1].id	https://openalex.org/keywords/diffusion
keywords[1].score	0.6337696313858032
keywords[1].display_name	Diffusion
language	en
locations[0].id	doi:10.18653/v1/2025.findings-acl.1061
locations[0].is_oa	True
locations[0].source
locations[0].license	cc-by
locations[0].pdf_url	https://aclanthology.org/2025.findings-acl.1061.pdf
locations[0].version	publishedVersion
locations[0].raw_type	proceedings-article
locations[0].license_id	https://openalex.org/licenses/cc-by
locations[0].is_accepted	True
locations[0].is_published	True
locations[0].raw_source_name	Findings of the Association for Computational Linguistics: ACL 2025
locations[0].landing_page_url	https://doi.org/10.18653/v1/2025.findings-acl.1061
indexed_in	crossref
authorships[0].author.id	https://openalex.org/A5074142625
authorships[0].author.orcid	https://orcid.org/0000-0001-9368-3979
authorships[0].author.display_name	Ying Zhou
authorships[0].author_position	first
authorships[0].raw_author_name	Ying Zhou
authorships[0].is_corresponding	False
authorships[1].author.id	https://openalex.org/A5101412518
authorships[1].author.orcid	https://orcid.org/0000-0002-8223-872X
authorships[1].author.display_name	Xinyao Wang
authorships[1].author_position	middle
authorships[1].raw_author_name	Xinyao Wang
authorships[1].is_corresponding	False
authorships[2].author.id	https://openalex.org/A5101952495
authorships[2].author.orcid	https://orcid.org/0009-0005-1131-1714
authorships[2].author.display_name	Yanhui Niu
authorships[2].author_position	middle
authorships[2].raw_author_name	Yulei Niu
authorships[2].is_corresponding	False
authorships[3].author.id	https://openalex.org/A5066843115
authorships[3].author.orcid	https://orcid.org/0000-0001-8472-8805
authorships[3].author.display_name	Yansong Shen
authorships[3].author_position	middle
authorships[3].raw_author_name	Yaojie Shen
authorships[3].is_corresponding	False
authorships[4].author.id	https://openalex.org/A5049775742
authorships[4].author.orcid	https://orcid.org/0000-0002-3401-4238
authorships[4].author.display_name	Luping Tang
authorships[4].author_position	middle
authorships[4].raw_author_name	Lexin Tang
authorships[4].is_corresponding	False
authorships[5].author.id	https://openalex.org/A5101360519
authorships[5].author.orcid	https://orcid.org/0009-0009-1057-292X
authorships[5].author.display_name	Chen Fan
authorships[5].author_position	middle
authorships[5].raw_author_name	Fan Chen
authorships[5].is_corresponding	False
authorships[6].author.id	https://openalex.org/A5051524293
authorships[6].author.orcid	https://orcid.org/0000-0003-4891-4306
authorships[6].author.display_name	Bin He
authorships[6].author_position	middle
authorships[6].raw_author_name	Ben He
authorships[6].is_corresponding	False
authorships[7].author.id	https://openalex.org/A5002676442
authorships[7].author.orcid
authorships[7].author.display_name	Sun Le
authorships[7].author_position	middle
authorships[7].raw_author_name	Le Sun
authorships[7].is_corresponding	False
authorships[8].author.id	https://openalex.org/A5100689240
authorships[8].author.orcid	https://orcid.org/0000-0002-9524-4176
authorships[8].author.display_name	Lanfang Wen
authorships[8].author_position	last
authorships[8].raw_author_name	Longyin Wen
authorships[8].is_corresponding	False
has_content.pdf	True
has_content.grobid_xml	True
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://aclanthology.org/2025.findings-acl.1061.pdf
open_access.oa_status	gold
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models
has_fulltext	False
is_retracted	False
updated_date	2025-11-06T03:46:38.306776
primary_topic.id	https://openalex.org/T10181
primary_topic.field.id	https://openalex.org/fields/17
primary_topic.field.display_name	Computer Science
primary_topic.score	0.9865000247955322
primary_topic.domain.id	https://openalex.org/domains/3
primary_topic.domain.display_name	Physical Sciences
primary_topic.subfield.id	https://openalex.org/subfields/1702
primary_topic.subfield.display_name	Artificial Intelligence
primary_topic.display_name	Natural Language Processing Techniques
related_works	https://openalex.org/W4391375266, https://openalex.org/W2899084033, https://openalex.org/W2748952813, https://openalex.org/W2390279801, https://openalex.org/W4391913857, https://openalex.org/W2358668433, https://openalex.org/W4396701345, https://openalex.org/W2376932109, https://openalex.org/W2001405890, https://openalex.org/W4396696052
cited_by_count	1
counts_by_year[0].year	2025
counts_by_year[0].cited_by_count	1
locations_count	1
best_oa_location.id	doi:10.18653/v1/2025.findings-acl.1061
best_oa_location.is_oa	True
best_oa_location.source
best_oa_location.license	cc-by
best_oa_location.pdf_url	https://aclanthology.org/2025.findings-acl.1061.pdf
best_oa_location.version	publishedVersion
best_oa_location.raw_type	proceedings-article
best_oa_location.license_id	https://openalex.org/licenses/cc-by
best_oa_location.is_accepted	True
best_oa_location.is_published	True
best_oa_location.raw_source_name	Findings of the Association for Computational Linguistics: ACL 2025
best_oa_location.landing_page_url	https://doi.org/10.18653/v1/2025.findings-acl.1061
primary_location.id	doi:10.18653/v1/2025.findings-acl.1061
primary_location.is_oa	True
primary_location.source
primary_location.license	cc-by
primary_location.pdf_url	https://aclanthology.org/2025.findings-acl.1061.pdf
primary_location.version	publishedVersion
primary_location.raw_type	proceedings-article
primary_location.license_id	https://openalex.org/licenses/cc-by
primary_location.is_accepted	True
primary_location.is_published	True
primary_location.raw_source_name	Findings of the Association for Computational Linguistics: ACL 2025
primary_location.landing_page_url	https://doi.org/10.18653/v1/2025.findings-acl.1061
publication_date	2025-01-01
publication_year	2025
referenced_works_count	0
abstract_inverted_index
cited_by_percentile_year.max	95
cited_by_percentile_year.min	91
countries_distinct_count	0
institutions_distinct_count	9
citation_normalized_percentile.value	0.95336005
citation_normalized_percentile.is_in_top_1_percent	False
citation_normalized_percentile.is_in_top_10_percent	True