Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-19T02:42:12.245477Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2507.21954.
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 2026-05-19T02:42:12.245477Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4605a204-d039-40c1-889a-5821be3d1d33 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 24fc364b-42f8-484b-a8e2-e34ffda84c35 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation af4d2b18-8779-49bc-89a6-43a18161ef71 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 70190034-b4b0-487e-886f-65ee21cdfe82 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Qwen Technical Report
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6cf78bce-60b5-4303-911c-a41c5773122d · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 35be2057-6f3a-4fbd-9c3f-c120461344e0 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs naturalizing
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 417d5d7b-77ce-4903-94e0-c083d5f0fb0e · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fde33c31-549d-464c-8d4d-5851af4a7f15 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a33b67a7-8658-448c-b6b2-91ddf947a350 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fa30b325-98bf-42dc-b115-bcd91f1e071a · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 166e48d2-a05c-4404-91fe-d0cbc03277e7 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d70b547-f765-4bac-94be-8e2e77cbb70a · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a21b4592-8588-4b02-ac13-146716a4bae8 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a51bb91c-60cc-4826-bfc5-699f15ef87a0 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 895312ce-7fb5-4556-8505-66d4176488d5 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 702dceb1-689c-4dc6-8924-7004b2e034ac · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 782e34ff-d033-429f-a72c-54199720b7df · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5eb9c0da-f179-449f-a3e8-228a94547ec6 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8ac6e395-46ff-4dae-9435-2dbe4dad41c6 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 288f80c8-8104-4f35-8a19-b64c6a8b75c9 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 63de90cb-449b-49c5-97bd-fd1caf482c25 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs UniXcoder: Unified Cross-Modal Pre-training for Code Representation
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation adf65e04-e253-4d68-a481-7bb08118c4f3 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 706b9c76-4df2-47c4-a30f-e9694126bdf7 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a6f9be63-8b6a-4788-9d06-0b898659f114 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3a2a024f-5d10-4792-b371-da2af436bacd · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 41b4bbde-e524-41c7-850c-959fd35666a5 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ec0673f2-da83-4f70-b4b0-dd21191f801d · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d94bd51-4d8a-4181-9af6-1e0c72ceeb1e · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9dc9a505-acd6-425c-a365-23e3b61af4af · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs LoRA: Low-Rank Adaptation of Large Language Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 088d5f10-5a98-461b-ad97-73c81fbb87ac · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Qwen2.5-Coder Technical Report
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 330f4929-eddc-4cf2-a488-3cb4fc69c008 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ef08158a-2805-4b07-ab8a-2f326a2406f1 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 067089a2-b382-491f-a517-79b36a15a98b · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 14013a0e-18e4-42f2-8ff3-50b7e9b72ba6 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 60b453e2-e14f-49cf-8032-bffa27a979cf · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0c0ed1fc-ba88-4a2b-a39f-942edc1bf0c2 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fbc13a45-c597-48c2-9f79-149916ab6fac · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1326f39a-9588-41dd-9542-c1dedcb96991 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bc263f2a-d04b-4470-84a6-ad784a523e41 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7e71b79b-393b-4155-a210-1afa0f7fbbf6 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 07bdf635-07fe-4f66-81af-07fa8bc8b283 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 661d17db-160b-4d87-983b-331370a40963 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9e4a4783-a9fd-4269-ab8b-607f036b1183 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5ca6f895-b5b9-4662-aaeb-e8e568696c66 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e2c09872-5ef6-47fb-ad17-5934a0881ae2 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7e81f6ae-5476-4afb-be7a-a2ef09450692 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Fine-Tuning Code Language Models to Detect Cross-Language Bugs
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 50a13c64-a0e7-48c3-bd46-356307d99643 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 99a2458c-0b91-43d0-ba22-6092a277d392 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b97a8c1e-bcd7-4440-bd1f-811d195dd32e · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1e2c832f-b72e-4adf-af61-75b3ea3deaba · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs StarCoder 2 and The Stack v2: The Next Generation
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a18fb3c4-94cc-4b88-b12c-50afb1fe1c6c · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b593439-6df7-4cce-9a49-d4bc031d5cda · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Granite Code Models: A Family of Open Foundation Models for Code Intelligence
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5cd7cf0c-dd26-48ab-858e-2b417b87079e · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2e668345-6456-4127-921a-171da55bb706 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 87701567-495c-4a58-8c48-66140a8f323f · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 85e1cfc1-be0f-4f04-a9dc-32561a43dba8 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5ed3a3f4-ff07-41d8-bc61-6ee9aa8ce85a · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c0c95fcf-9d6b-4eb9-9ca6-715763d26ec0 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Code Llama: Open Foundation Models for Code
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f547730d-283e-4a05-a78e-1e15f74e1ac5 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 582d2224-13d0-4cce-a70c-937b4adbf31a · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5947c302-a2bb-495f-8a62-8fcbf877c525 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79ebb136-9e30-494a-9814-4c89d7519e4d · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c3412472-4796-409f-878a-e4fffca957a8 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs CodeT5+: Open Code Large Language Models for Code Understanding and Generation
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6a42f9d3-52c8-499d-8060-ae4c3e69e4e2 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ba0b42a1-c09d-48c9-a495-095a3ee32387 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6a717f6c-58fd-4f49-a29f-ef46d31e08c3 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 202beb21-7a03-4dfc-823c-51b3e8878111 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4d99ad0c-b765-4356-90b2-3c0f6082c539 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 791742cc-8f29-4dbb-a6b2-1aee24a288b3 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 19639e22-10a8-4cb4-a773-5308d9cc42f6 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs MVD: A Multi-Lingual Software Vulnerability Detection Framework
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8002d78f-80fa-4d67-b7b1-1050c7c86f71 · outbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs Unresolved cited work
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.