Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:21:19.584953Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2412.15252.
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 2026-08-11T15:21:19.584953Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:55:55.452661Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T14:36:06.635020Z
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a650b016-0064-41aa-993d-7727133ab825 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Sentiment Analysis of Product Reviews Using Transformer Enhanced 1D -CNN and BiLSTM.,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3a891d69-8f9c-4ad6-ac0d-133ee10d80c7 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Deep Ensemble Network for Sentiment Analysis in Bi -lingual Low -resource Languages.,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 57089b5f-f51f-4f4b-ae5e-b7a403232071 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Kurdish end -to-end speech synthesis using deep neural networks,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6ef1b7c3-e418-4415-9fe2-fd00ad4c95af · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Enhancing NER with Sentence-Level Entity Detection as an Simple Auxiliary Task,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0a798326-bc71-42ed-9b62-3f3a00f03da2 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages DeepSpacy-NER: an efficient deep learning model for named entity recognition for Punjabi language.,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0159c5c9-3c77-4a88-bc12-3adeecc82d70 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Named Entity Recognition of Automotive Parts Based on RoBERTa -CRF Model,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cc81fe10-abd6-4355-a391-409f47ddef44 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Embedding models for supervised automatic extraction and classification of named entities in scientific acknowledgements,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 404b3508-f9df-4682-ae57-47f42bceaed5 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Recent advancements and challenges of nlp-based sentiment analysis: A state-of-the-art review,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 52dbcd86-a993-4252-938a-ee4199acb434 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Claim detection for automated fact-checking: A survey on monolingual, multilingual and cross -lingual research,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c2137de3-b33d-46fe-a351-7d8d17c237ee · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages RoBERTaNET: Enhanced RoBERTa Transformer Based Model for Cyberbullying Detection with GloVe Features,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cf0de79b-4bed-4576-a4ce-708e226050d0 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages FINE-TUNING BERT, DISTILBERT, XLM-ROBERTA AND UKR-ROBERTA MODELS FOR SENTIMENT ANALYSIS OF UKRAINIAN LANGUAGE REVIEWS,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7350b05f-200a-4f0c-b0a8-5c05044dfc09 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adaba593-b5c8-42d9-b9b3-7bb527984cf0 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages A robustly optimized BERT pre-training approach with post -training,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9d24620a-26e2-4b12-812e-fc613f084041 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Natural language processing analysis applied to COVID -19 open -text opinions using a distilBERT model for sentiment categorization,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 42ac2f99-d301-40bf-86a3-60de2ea3981b · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages Benchmarking for biomedical natural language processing tasks with a domain specific ALBERT,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a4a9274c-d2fa-47b0-802c-f3373d1a5bd3 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages DeBERTa-GRU: Sentiment Analysis for Large Language Model,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ae3dfe9b-9281-4f06-961a-9f063f023a57 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages KuBERT: Central Kurdish BERT Model and Its Application for Sentiment Analysis,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2e4484a8-4365-4d0d-9525-5b8f99b238be · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages A Robustly Optimized BERT Pre-training Approach with Post- training.,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3a76e0ce-04c3-4f3c-b4d4-13cf8e330593 · outbound
NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages A Systematic Review of Natural Language Processing Methods and Applications in Thyroidology,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4a8c808c-8042-422a-837a-90d574b726e7 · inbound
Tokenization Matters: Improving Zero-Shot NER for Indic Languages NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a1b7b8c-e5c2-4b51-aed3-4fe5e711961a · inbound
The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.