Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:47:06.344749Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2507.15087.
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 2026-08-06T15:47:06.344749Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
16 of 16 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 13999926-73b1-497c-9311-ccb9a1a93b62 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fab3117-1a44-415f-a165-f4b1ef0fd7ca · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a05c3812-a629-40f2-a409-0efa37451196 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling LLaMA: Open and Efficient Foundation Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 537af739-9755-44e5-9b7b-5ec5ecb97fce · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling DNAGPT: A Generalized Pre-trained Tool for Versatile DNA Sequence Analysis Tasks
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e57d1b98-62c7-4c44-a167-3ad53b97a885 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Neural Machine Translation of Rare Words with Subword Units
Reference 2002
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af8530ab-3780-48e6-ade3-aa85ef3ccba9 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Unresolved cited work
Reference 2014
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb3b5c4d-0897-4e4f-a23c-b0455a1cef72 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome
Reference 2015
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43c54bb7-7db1-4f0c-a222-a9ae608f2c8b · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Reformer: The Efficient Transformer
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acef5fb4-5878-4aa7-96a1-4dabd98ceb0f · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling DNAZEN: Enhanced Gene Sequence Representations via Mixed Granularities of Coding Units
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b1b1368b-749f-42df-95d1-3e860f4c49f5 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling DeBERTa: Decoding-enhanced BERT with Disentangled Attention
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e35a413-8c7f-4a72-9909-39e69639a695 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Unresolved cited work
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc137ac1-815c-406d-9d7c-e00716a1d4d4 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Decoupled Weight Decay Regularization
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fc6c41f-92ba-4d7d-85b4-37e674a22063 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0457d81c-9ad3-47a4-a0b2-81551b446dbb · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c59aea-1f93-4a2f-ae5e-8e66aeed29ec · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Devlin, M.-W
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ab8c0842-3550-47a3-9a9b-8207df9fa922 · outbound
Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling Qwen3 Technical Report
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.