Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:56:23.808635Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 88 of 88 outbound references and 0 inbound Pith citation observations for arXiv:2504.19459.
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 2026-08-16T05:56:23.808635Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
88 of 88 outbound references displayed
External citation measurements
No source-named external measurement is stored.
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 1292689c-a36c-4692-b425-d861e4fbfb17 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation eef39847-769e-4bae-924a-a0b453f441fb · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding A Survey on In-context Learning
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeBERT: A Pre-Trained Model for Programming and Natural Languages
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 6b713bf2-b74e-4e0f-9cda-ac02f97a8435 · outbound
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation d9735b79-430c-4a58-bee9-4c8498594984 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding GraphCodeBERT: Pre-training Code Representations with Data Flow
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Using LLMs in Software Requirements Specifications: An Empirical Evaluation
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding LLMs as Evaluators: A Novel Approach to Evaluate Bug Report Summarization
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation c2656aed-74a1-4f5e-92c2-a38bf9f97336 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 08e2063b-586c-4567-a8a7-07b380492cef · outbound
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Observation 82885653-10d7-45d1-95a7-bd6d771a6b9f · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 0c3b96bc-4273-4df8-ba94-6a111898830d · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 00db2a9f-1609-4ba4-a31e-9889be2f69e0 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 24b35a28-3fb8-4cbd-a600-eb11e5036f75 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding 1989.Introduction to the practice of statistics
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Observation 960f473a-e4e9-4a6f-964c-b5cadd2cb903 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation a4ab426c-ce51-41f0-a64e-6854d17023b9 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Reasoning with Language Model Prompting: A Survey
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Code Llama: Open Foundation Models for Code
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Observation a2a2162f-48be-4b46-b79d-bcf29da6deb0 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation eed089c9-3afb-40a1-8676-ca7ec84f0bcd · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 1f55dbd2-54bb-48be-af00-9723c3c34f95 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation a7090e45-e69a-4c76-a8fd-435c63fa28b3 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation f1f4e884-eee8-4cba-9dce-f2de481eed05 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 0e6845cf-8bd7-4310-b6a8-9d2d244f04ae · outbound
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 5aeb82df-3646-41b9-9df1-5d26e6ab8f15 · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
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Observation 064c3422-55f6-4a8e-bad5-3e75fb8628ed · outbound
Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work
Reference 86
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding BERTScore: Evaluating Text Generation with BERT
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Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unified Pre-training for Program Understanding and Generation
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