Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T11:32:00.790132Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2601.19926.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T11:32:00.790132Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 42dd6a30-9cd4-4b21-ac9f-daf7f2f720b5 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55f8fae2-3d33-4831-a3c4-3dba7ac3f38e · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 684c153f-71d6-40f2-afeb-548877d8deab · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models bert base uncased
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfa9b99a-c629-404b-89ae-2c07d93e674b · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models When does word order matter and when doesn't it?
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72978e63-4803-49df-82db-953963941cd1 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Vittoria Dentella, Fritz G ¨unther, and Evelina Leivada
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3fac4d4-2020-4011-8184-e5a6170ae854 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the Fourth BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, pages 375– 388, Punta Cana, Dominican Republic
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9c8c4e8-cde4-4c6b-8650-ee11bf4ff3cf · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Tree Transformers are an Ineffective Model of Syntactic Constituency
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e85a37c-71ae-4f9e-90a1-f823e4105ecd · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Computer Speech & Language, 71:101261
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 293dec76-ed1d-4d2d-a5c6-366c590d491d · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Deep Clustering of Text Representations for Supervision-free Probing of Syntax
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef806eaa-e539-406b-a1af-48cbffbfc611 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Do Attention Heads in BERT Track Syntactic Dependencies?
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02fb86c4-039e-4263-a20b-4fdf6ca328b4 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceed- ings of the 21st Workshop on Multiword Expressions (MWE 2025), pages 7–13, Albuquerque, New Mex- ico, U.S.A
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d78d0ea-4d30-4d62-8bf3-cc309d3d649e · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the 57th Annual Meet- ing of the Association for Computational Linguis- tics, pages 5729–5739, Florence, Italy
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bbc679b-efed-49eb-8c9d-2cf404807db2 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d09c4f1-4bc6-46a9-af79-b1312b6708ff · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Soo-Hwan Lee and Sebastian Schuster
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c72ff96-9333-4e0c-98e1-51706ed61066 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Language Models as Models of Language
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97a020c2-818b-4ae2-adee-3e3b166ca9c6 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the Fourth BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, pages 518–528, Punta Cana, Dominican Republic
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10c412d8-6dc8-4af2-ad04-ef3bffb093c2 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 155abb84-078e-453c-8243-c978ded68749 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the 4th Workshop on Research in Computational Linguistic Typology and Multilingual NLP, pages 27–35, Seat- tle, Washington
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2077a1f-09cd-4caa-9060-fd518c9fe0a3 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Association for Compu- tational Linguistics
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5a1e247-e16c-40f2-bb50-ce446efe9a80 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bebd29c2-fcf8-4953-aa89-bcddc7ef5248 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Shauli Ravfogel, Grusha Prasad, Tal Linzen, and Yoav Goldberg
Reference 27
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Unavailable: canonical work link unavailable.
Observation 59bef6ca-7487-4b2a-aefa-55ed668ae952 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Inducing Syntactic Trees from BERT Representations
Reference 28
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Unavailable: canonical work link unavailable.
Observation 52bb8e50-7ba7-4168-9add-fc4566c13097 · outbound
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c35aac5d-3a22-4ba3-92e7-6ca525b48032 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2af86d98-7b0f-45bd-be11-1862011c7041 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Syntax-Infused Transformer and BERT models for Machine Translation and Natural Language Understanding
Reference 31
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Unavailable: canonical work link unavailable.
Observation 2a7e1d71-8a5d-4f88-9117-1e8589c6f1a9 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eda0e1fe-a95a-48ad-9146-bf4549e48291 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcd3a726-39c3-4f93-9a18-657ea4029d75 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InPro- ceedings of the 2021 Conference on Empirical Meth- ods in Natural Language Processing, pages 5604– 5620, Online and Punta Cana, Dominican Republic
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb89f6e8-90cf-4895-bd9a-50bd24f437ec · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the 2021 Conference on Empirical Methods in Natural Lan- guage Processing, pages 932–948, Online and Punta Cana, Dominican Republic
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 477bf55f-c39c-4440-85e6-b6db83f8595e · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Shijie Wu and Mark Dredze
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 076cef4c-6008-47cd-8143-2dd8dd490b7f · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceed- ings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers), pages 7070–7083, Vienna, Austria
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e285b8ed-5c48-4c74-a978-dcfc071f46c2 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models How Well Do Large Language Models Understand Syntax? An Evaluation by Asking Natural Language Questions
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7474e287-b006-4a23-9073-5013121b08f0 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models main findings
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 751e6925-66d1-4f6e-8c81-ec0430cd61a6 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models The AI-assisted summaries tend to be more de- tailed and insightful for keyword searches, pro- viding richer context
Reference 43
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Unavailable: canonical work link unavailable.
Observation c12d6576-16fd-4838-97de-72b3c7ca6491 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Linguistic Interpretability of Transformer-based Language Models: a systematic review
Reference 2016
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Unavailable: canonical work link unavailable.
Observation 2d8d59ee-b69b-4051-9127-08e2be8ebc98 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Cognitive Science, 41(5):1202–1241
Reference 2017
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Unavailable: canonical work link unavailable.
Observation af11cd89-e1a2-43a5-ac49-df03901357c1 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models MultiBLiMP 1.0: A Massively Multilingual Benchmark of Linguistic Minimal Pairs
Reference 2019
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Unavailable: canonical work link unavailable.
Observation d718d7a3-4488-4ccd-9dfa-289370138711 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Does BERT agree? Evaluating knowledge of structure dependence through agreement relations
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a7c8886-6a74-4562-adaf-cb573eac39de · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the 6th Workshop on Representation Learning for NLP (RepL4NLP-2021), pages 263–276, Online
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a86a1701-38ed-4fa5-a040-f3f2448ef42c · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models Chiara Alzetta, Alessio Miaschi, Felice Dell’Orletta, Giulia Venturi, and Simonetta Montemagni
Reference 2022
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Unavailable: canonical work link unavailable.
Observation 754eab33-cdb3-4d3a-a5fc-6a888146330a · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceedings of the 61st Annual Meeting of the Association for Computational Lin- guistics (Volume 1: Long Papers), pages 6649– 6663, Toronto, Canada
Reference 2023
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Unavailable: canonical work link unavailable.
Observation 31eeedb0-e739-4e78-9684-98a22a45dcc8 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models InProceed- ings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers), pages 14638–14663, Bangkok, Thailand
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5928a8fc-7650-4027-b178-793dc15f5578 · outbound
The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models How Syntax Specialization Emerges in Language Models
Reference 2025
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.