Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:26:08.399149Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2504.20703.
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 2026-08-16T05:26:08.399149Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 30ada953-0b17-4d24-b7dd-58da2358ccfb · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28a077fe-f15d-4e34-b8ec-a4bacf224261 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification A.4 Transformer Models Details In this section, we explain the encoder-only trans- former models’ details and architectures we used in the experiments
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9369cbb2-ef6e-4f28-89e0-0a40d69c2818 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Attention Is All You Need
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35b08e6d-ddea-4028-9cd4-bac8f538c0d6 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e738641a-f469-4e33-a82c-c9b585aa3a53 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 54891c68-c363-47aa-8cd6-f5b9bf677c08 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pages 38–45, Online
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d117d71c-0028-4ff3-aa1f-6ed32188f99e · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Ta- ble 11 shows some sample titles and text from the dataset along with their annotated classes
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5fcbbfa1-febd-4707-bab6-f7b7f4658e30 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification With bold, we indicate the higher score per column
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a5f63ef7-f859-4c17-86fa-e33848298145 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Unresolved cited work
Reference 1995
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9fe788ac-cd87-49c9-8e35-38074abe8fb4 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Unresolved cited work
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0bb075e2-98b0-4cd2-9acf-d3a5984f17c2 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b022940-dd6a-42d7-855c-36851226bcfb · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 1421–1427, Toronto, Canada
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4570436d-1fe5-433a-9223-df74450ad404 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification In 2024 3rd Edition of IEEE Delhi Section Flagship Conference (DELCON), pages 1–8
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eaa09e62-2623-4238-9ba4-9b28ba2004c7 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification In Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval-2025), Vienna, Aus- tria
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5db6402c-869c-494b-a372-d3fc3b0df5e4 · outbound
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Then, these models were trained in both train and dev sets and provided their predictions on the test set
Reference 2026
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
No inbound Pith citation observations are available.