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Paper Citation Record · LEDGER

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation

As of 10 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.04003.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.04003 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:01:51.571420Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

  • verified exact2
  • verified fuzzy2
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8c2f362-339c-4d31-b55d-f656f05b1963 · outbound

This paper cites online" 'onlinestring :=.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation online" 'onlinestring :=

Reference 1

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no resolver link, observed 2026-08-06T20:01:49.467227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.467227Z digest=sha256:4b682ab8100dde63cb854204624ef39005a127dd37206ccd2c56dafad40b42f4

Observation 7aae8cfd-2aa6-472c-ade4-e666382ce139 · outbound

This paper cites write newline.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation write newline

Reference 2

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no resolver link, observed 2026-08-06T20:01:49.500019Z

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source=arxiv_source observed=2026-08-06T20:01:49.500019Z digest=sha256:e0391dc3cc9a98a8711c7f38c17d32c8e11db50da655c8b14cf5544d5bb3f51b

Observation 9f853259-5ca0-4434-ae33-c83d984511c8 · outbound

This paper cites GPCE '07: Proceedings of the 6th international conference on Generative programming and component engineering.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation GPCE '07: Proceedings of the 6th international conference on Generative programming and component engineering

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-06T20:01:52.105838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:49.576701Z digest=sha256:abfc22867dfa5734b0d52bc204df96eb8d3e3766f35de408068103b8157d165e

Observation 513057a2-5af2-4c3b-ad46-9e7ba35dca80 · outbound

This paper cites A Transformer-based Approach for Source Code Summarization.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation A Transformer-based Approach for Source Code Summarization

Reference 4

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no resolver link, observed 2026-08-06T20:01:49.641791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.641791Z digest=sha256:4ac899daba03957b1786198b1e9a90eb389b5c5d366c0c27c6bb221bb3bbc40b

Observation 846b8220-0034-4278-954c-5aa258f33367 · outbound

This paper cites Learning to Represent Programs with Graphs.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Learning to Represent Programs with Graphs

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.700007Z digest=sha256:2c773cc6ac2f298ed14e841ab51559be9543e7cd8c143689c0e65cd0f41df6d3

Observation a48eb122-262a-44ed-8330-43c4f24b9018 · outbound

This paper cites code2seq: Generating Sequences from Structured Representations of Code.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation code2seq: Generating Sequences from Structured Representations of Code

Reference 6

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no resolver link, observed 2026-08-06T20:01:49.741864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.741864Z digest=sha256:14dbb12b3d017a6566ab796bba0142d0a4aa5d1e9a8927094f3aab18e50dbe47

Observation de4f048a-48df-481b-a80a-e825b552460a · outbound

This paper cites Generative Code Modeling with Graphs.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Generative Code Modeling with Graphs

Reference 7

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unresolved
no resolver link, observed 2026-08-06T20:01:49.804514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.804514Z digest=sha256:c9355f70039dc34445989c2ff2c4dae405cecadc85f49efa8dda5c0a2aba19b5

Observation c17803ff-23d3-49d2-9873-ddaa52b4a40f · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 8

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unresolved
no resolver link, observed 2026-08-06T20:01:49.904008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.904008Z digest=sha256:4aae97d59f72c44a5be0c668e50ba6d059196548aff9bce1d2f1294a2820c4c7

Observation 3524a7b9-03f8-4f8c-990a-81ab62fcc724 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 9

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no resolver link, observed 2026-08-06T20:01:49.933446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:49.933446Z digest=sha256:44483dde8dc3ba9018e868694d7ff32811ffb4ad9621f762d264d1c2d65e8da0

Observation d2abb5ac-d093-4115-900a-729c28ba75f1 · outbound

This paper cites Hellendoorn, Charles Sutton, Rishabh Singh, Petros Maniatis, and David Bieber.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Hellendoorn, Charles Sutton, Rishabh Singh, Petros Maniatis, and David Bieber

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-06T20:01:52.092185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:49.990205Z digest=sha256:e9b0cff61c8f3d16038415fe665732a078f4d0802b74e56124895fb84489fda5

Observation 1ba7efa5-5fe7-4b44-81bc-f4ac3228ad93 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 11

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unresolved
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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.130759Z digest=sha256:bf0e51dd5c43e7216cd321258dbc0aadd0ba10a19a8cd4408161f1838f38d963

Observation 96f181d0-c3ac-47f4-870c-b14bcc92d69c · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 12

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unresolved
no resolver link, observed 2026-08-06T20:01:50.237766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.237766Z digest=sha256:6263abafd133578613c67a545779da767e9a1fc3f4d319ef668ed59f4e701bb0

Observation f4084998-713e-414b-878d-4c3cda89fef3 · outbound

This paper cites an unresolved cited work.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Unresolved cited work

Reference 13

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verified exact
doi, observed 2026-08-06T20:01:51.794085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:50.329411Z digest=sha256:d10cbe727a7b95ea37e73c7ae984a7755ab6b1a7979341b85b6c47704d30bd29

Observation b540853a-79d9-4bb9-8ce0-c9e0289b14fa · outbound

This paper cites an unresolved cited work.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Unresolved cited work

Reference 14

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unresolved
raw_fallback, observed 2026-08-06T20:01:52.079523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:50.429289Z digest=sha256:f895c32ae74b5b4fcc71c7cd27603f7017728f62cea5493ef078a29cc3f00cfb

Observation 10ba8e08-1dbe-49c3-a596-292a0461e0dc · outbound

This paper cites Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation

Reference 15

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no resolver link, observed 2026-08-06T20:01:50.532007Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.532007Z digest=sha256:3614f19feae5c73ea5bf0ef7d472f0c448ccc2ab2e5940b70225266276608cb9

Observation 33d8b711-85ca-48ad-b4be-9bd7fbe3f615 · outbound

This paper cites an unresolved cited work.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-06T20:01:50.623457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.623457Z digest=sha256:835e32062f0c1700ff76305debd2ef196e477f8ec53886ed6289d42aa608b5d5

Observation 0b05fc59-25ab-4577-8bfc-e10ac4f791e8 · outbound

This paper cites CSA-Trans: Code Structure Aware Transformer for AST.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation CSA-Trans: Code Structure Aware Transformer for AST

Reference 17

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unresolved
no resolver link, observed 2026-08-06T20:01:50.783202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.783202Z digest=sha256:3c06c0cde83f6f36a9255cd422580a3dc8d4d51f0db96b9dbc5ddb971f3fd254

Observation 90d92774-4223-44ac-9652-00e7f2824a3a · outbound

This paper cites Self-Attention with Relative Position Representations.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Self-Attention with Relative Position Representations

Reference 18

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no resolver link, observed 2026-08-06T20:01:50.856444Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.856444Z digest=sha256:206ca67eec3d1a97f48314ec54f7b7853b378ae60517156afa265285cb38cd04

Observation a594e335-c5f4-4a11-ba11-135c6f2cad63 · outbound

This paper cites an unresolved cited work.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Unresolved cited work

Reference 19

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unresolved
raw_fallback, observed 2026-08-06T20:01:52.061118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:50.904438Z digest=sha256:0e40d7b8830fd6abbfd5e2fdcfccb579da5a52bb4ad2fe2d65dc9aaded4cb4b4

Observation 2bc60255-c5c5-42fe-a63a-76dadaf31c41 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 20

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:50.990971Z digest=sha256:de1823fb90a2167e75a2ea1887de02bf910c016e662daad2fd6cf8e4ff001f8a

Observation 4bbd61b0-ec00-49f4-8904-e7e15fe9e8ae · outbound

This paper cites TreeGen: A Tree-Based Transformer Architecture for Code Generation.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation TreeGen: A Tree-Based Transformer Architecture for Code Generation

Reference 21

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verified exact
local_arxiv, observed 2026-08-06T20:01:51.927569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T20:01:51.097058Z digest=sha256:9229807a902dc90adeb825dc5f93fb0a884dd0e647ad2494b625c06b5a96410d

Observation 2840a58e-7dda-4265-9f26-33ab88a62752 · outbound

This paper cites Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:51.321441Z digest=sha256:71405fa5904da1fe3118c8494670ef070b3fe37e7428d20d5cdd46e86131b766

Observation a2effff6-fddf-45a1-98dc-3d0128a4d60e · outbound

This paper cites Attention Is All You Need.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Attention Is All You Need

Reference 24

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unresolved
no resolver link, observed 2026-08-06T20:01:51.461757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:51.461757Z digest=sha256:2fd23df1279e3c84cf55893639a6b26c54f372f332697f8ed6b454e1d4695e73

Observation 3b2909ff-7a35-45b9-94e7-cbd25cce1244 · outbound

This paper cites an unresolved cited work.

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Unresolved cited work

Reference 25

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unresolved
no resolver link, observed 2026-08-06T20:01:51.571420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:01:51.571420Z digest=sha256:0adeb17209c2ff0acf7e125ce706a4a12aad5129ace44ec3bf378dde7a20028a

Pith citing papers

No inbound Pith citation observations are available.