Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:11:49.967637Z
Paper Citation Record · LEDGER
Modeling Code: Is Text All You Need?
As of 17 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2507.11467.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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
Reference resolution
27 of 27 outbound references displayed
- verified exact2
- verified fuzzy9
- unresolved16
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 10957003-eb06-4774-8c7f-3fe87c900639 · outbound
This paper cites write newline.
Modeling Code: Is Text All You Need? write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:47.872644Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c996e90d-2201-4602-9001-16f71d06d14e · outbound
This paper cites URL https://samate.nist.gov/SRD/testsuite.php.
Modeling Code: Is Text All You Need? URL https://samate.nist.gov/SRD/testsuite.php
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:53.424437Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 57e456e3-3f22-4446-9ba8-cc0cc43b021a · outbound
This paper cites Learning to represent programs with graphs.
Modeling Code: Is Text All You Need? Learning to represent programs with graphs
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:53.194334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cdcddcbd-6d0d-4b64-a3fa-05d3fa9fab90 · outbound
This paper cites Context-aware Prompt Tuning: Advancing In-Context Learning with Adversarial Methods.
Modeling Code: Is Text All You Need? Context-aware Prompt Tuning: Advancing In-Context Learning with Adversarial Methods
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T17:11:51.053699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation befbd41d-1991-4a41-bfa6-35e7eb9d5cf6 · outbound
This paper cites V., Ben-Nun, T., Hoefler, T., O'Boyle, M.
Modeling Code: Is Text All You Need? V., Ben-Nun, T., Hoefler, T., O'Boyle, M
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:52.928824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dd8a4f4d-350d-428d-a502-d3525614938c · outbound
This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.
Modeling Code: Is Text All You Need? Talk like a Graph: Encoding Graphs for Large Language Models
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.190207Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 366909bf-bf1d-4313-8bcd-e94a846b1844 · outbound
This paper cites R., Lee, G.
Modeling Code: Is Text All You Need? R., Lee, G
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.269147Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2567f124-c3d2-4542-ba51-b8981d4145b5 · outbound
This paper cites S., Diaz, J.
Modeling Code: Is Text All You Need? S., Diaz, J
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:52.708242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bacef916-8ff8-4e01-95d2-ff7010fa51bb · outbound
This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.
Modeling Code: Is Text All You Need? GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.394215Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 740865a4-29fc-44c4-bada-566f6c391653 · outbound
This paper cites UniXcoder: Unified Cross-Modal Pre-training for Code Representation.
Modeling Code: Is Text All You Need? UniXcoder: Unified Cross-Modal Pre-training for Code Representation
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.445108Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c004954-587f-4d65-9462-90d2146fadf5 · outbound
This paper cites T., Mahmud, Q.
Modeling Code: Is Text All You Need? T., Mahmud, Q
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:52.481218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a58ecb4e-27f0-4b31-b7f7-6aaa5923688f · outbound
This paper cites Semi-Supervised Classification with Graph Convolutional Networks.
Modeling Code: Is Text All You Need? Semi-Supervised Classification with Graph Convolutional Networks
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.602429Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63f6eb6d-13a4-4392-8a10-5de093ab3c53 · outbound
This paper cites The stack: 3 tb of permissively licensed source code.
Modeling Code: Is Text All You Need? The stack: 3 tb of permissively licensed source code
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:52.230588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8f594cb4-c8ca-4654-a66d-7d6f632bf0ae · outbound
This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.
Modeling Code: Is Text All You Need? The Power of Scale for Parameter-Efficient Prompt Tuning
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.743304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 796bf451-8aab-453b-badb-84be74117991 · outbound
This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.
Modeling Code: Is Text All You Need? Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:48.856527Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96365679-88f0-4b75-b214-5796262c7356 · outbound
This paper cites GPT Understands, Too.
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.012680Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80e1f4c2-0c0d-4ec1-8cbc-df5815a88ff4 · outbound
This paper cites an unresolved cited work.
Modeling Code: Is Text All You Need? Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.063472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0e867dc-9c0a-4c3f-951c-799ecc3ac643 · outbound
This paper cites Decoupled Weight Decay Regularization.
Modeling Code: Is Text All You Need? Decoupled Weight Decay Regularization
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.181052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cc29476-10d8-4982-b0c4-5ba2db8cfe78 · outbound
This paper cites an unresolved cited work.
Modeling Code: Is Text All You Need? Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T17:11:52.035900Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 517d070f-a585-45bc-bf14-663badd13182 · outbound
This paper cites Convolutional neural networks over tree structures for programming language processing.
Modeling Code: Is Text All You Need? Convolutional neural networks over tree structures for programming language processing
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:51.821428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5fe0e4c9-87b5-422f-ac97-578ba9fab731 · outbound
This paper cites Convolutional neural networks over tree structures for programming language processing.
Modeling Code: Is Text All You Need? Convolutional neural networks over tree structures for programming language processing
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:51.559355Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e6b5842-791e-4434-8546-006d186f1d84 · outbound
This paper cites H., Xie, Z., Rajaram, A., and Bhatele, A.
Modeling Code: Is Text All You Need? H., Xie, Z., Rajaram, A., and Bhatele, A
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:11:51.285798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b8543662-043c-4386-be38-5708e8af7c6f · outbound
This paper cites GPT-4o System Card.
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.638603Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cfd3b10-90ab-49f1-afad-68cd4ae14c57 · outbound
This paper cites Let Your Graph Do the Talking: Encoding Structured Data for LLMs.
Modeling Code: Is Text All You Need? Let Your Graph Do the Talking: Encoding Structured Data for LLMs
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.719008Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb7b030f-4391-48f0-b508-63eb548c35d4 · outbound
This paper cites Dataflow analysis-inspired deep learning for efficient vulnerability detection.
Modeling Code: Is Text All You Need? Dataflow analysis-inspired deep learning for efficient vulnerability detection
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.806122Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed528fef-9cfc-46a1-b458-06a3d08837fd · outbound
This paper cites Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning.
Modeling Code: Is Text All You Need? Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T17:11:50.225066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 12c34bac-d73d-488e-8a6e-6abf33225dc4 · outbound
This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.
Modeling Code: Is Text All You Need? Magicoder: Empowering Code Generation with OSS-Instruct
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:11:49.967637Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.