Paper Citation Record · LEDGER

Automated Bug Triaging using Instruction-Tuned Large Language Models

As of 13 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2508.21156.

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

pith.paper-citation-record.v1
2508.21156 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:38:15.987312Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

36 of 36 outbound references displayed

verified exact4
verified fuzzy24
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb590270-2973-42d9-bbf1-f0e46fe6719c · outbound

This paper cites A spatial–temporal graph neural network framework for automated software bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models A spatial–temporal graph neural network framework for automated software bug triaging,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:17.048371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c9393f2c-1818-4d09-bae8-5da36e5e0e40 · outbound

This paper cites IssueCourier: Multi-Relational Heterogeneous Temporal Graph Neural Network for Open-Source Issue Assignment.

Automated Bug Triaging using Instruction-Tuned Large Language Models IssueCourier: Multi-Relational Heterogeneous Temporal Graph Neural Network for Open-Source Issue Assignment

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:38:16.547488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 89644015-43fb-4ea1-bc16-d4a2649f03ac · outbound

This paper cites Developer load balancing bug triage: Developed load balance,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Developer load balancing bug triage: Developed load balance,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:17.031677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cdea5b7b-eee9-4964-b917-16038ae1f905 · outbound

This paper cites Improving bug assignment and developer allocation in software engineering through interpretable machine learning models,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Improving bug assignment and developer allocation in software engineering through interpretable machine learning models,

Reference 4

Resolution: verified exact; doi, observed 2026-08-05T14:38:16.219644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 33c50630-8b3f-4720-8bdb-989cca55dbdf · outbound

This paper cites Factoring exper- tise, workload, and turnover into code review recommendation,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Factoring exper- tise, workload, and turnover into code review recommendation,

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T14:38:16.519070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bde254b4-246a-4ade-a3f2-3da243a2f5b7 · outbound

This paper cites Expertise retrieval using adjusted tf-idf and keyword mapping to acm classification terms,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Expertise retrieval using adjusted tf-idf and keyword mapping to acm classification terms,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:17.014896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 358378bd-e37c-4724-b90a-998fab72e5a5 · outbound

This paper cites Devrec: Multi-relationship embedded software developer recommendation,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Devrec: Multi-relationship embedded software developer recommendation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.994656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 37b47fe3-b341-4b20-9357-1c1126296baa · outbound

This paper cites Neighborhood contrastive learning-based graph neural network for bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Neighborhood contrastive learning-based graph neural network for bug triaging,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.977240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ca93e42-b43e-4528-88e5-d7ccecceff19 · outbound

This paper cites Bug triaging based on transformer models utilizing commit messages,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Bug triaging based on transformer models utilizing commit messages,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.959646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1165bdbd-fea7-469c-9224-7cc1dbd9b8cc · outbound

This paper cites A comparative study of transformer- based neural text representation techniques on bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models A comparative study of transformer- based neural text representation techniques on bug triaging,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.936555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 81785211-58a9-48d0-8b81-509686ad703b · outbound

This paper cites A light bug triage framework for applying large pre-trained language model,.

Automated Bug Triaging using Instruction-Tuned Large Language Models A light bug triage framework for applying large pre-trained language model,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.918264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation faef1705-16a9-451d-9cea-79bea5154274 · outbound

This paper cites An empirical assessment of different word embedding and deep learning models for bug assignment,.

Automated Bug Triaging using Instruction-Tuned Large Language Models An empirical assessment of different word embedding and deep learning models for bug assignment,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.900302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ddb9af9b-9d6e-437e-bec1-a65f9a160366 · outbound

This paper cites Ealink: An efficient and accurate pre-trained framework for issue-commit link recovery,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Ealink: An efficient and accurate pre-trained framework for issue-commit link recovery,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.878786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1ab7b1e-b529-49dc-be1a-a4c5dd68d27a · outbound

This paper cites Git-anchor: Robust issue-to-code linking via structure-aware commit representations,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Git-anchor: Robust issue-to-code linking via structure-aware commit representations,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.851888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d176a2ee-e94e-4ce0-ae0d-5a0e5b2c1e90 · outbound

This paper cites Complex network neural dynamics framework for automated software bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Complex network neural dynamics framework for automated software bug triaging,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.831002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 85cb3b4c-570c-4c6a-925f-571bde567708 · outbound

This paper cites Structural contrastive learning based automatic bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Structural contrastive learning based automatic bug triaging,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.811914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1355724e-bc11-4da0-926c-5a8aed190733 · outbound

This paper cites Graph collab- orative filtering-based bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Graph collab- orative filtering-based bug triaging,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.793297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fa265d63-32b2-449b-b196-c436b68aaba4 · outbound

This paper cites A comprehensive survey on graph neural networks,.

Automated Bug Triaging using Instruction-Tuned Large Language Models A comprehensive survey on graph neural networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.772426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bdb2f560-4f6e-4217-9d84-7159ca36f58f · outbound

This paper cites Automatic bug triage using text catego- rization,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Automatic bug triage using text catego- rization,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.753251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d8dfeb00-ae48-4692-aae8-d1a182815a71 · outbound

This paper cites Automating bug report assignment,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Automating bug report assignment,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.735549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd8438cc-bfc2-463a-bec2-4aeee1e58405 · outbound

This paper cites Towards effective bug triage with software data reduction techniques,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Towards effective bug triage with software data reduction techniques,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.717255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4084d15d-fae2-4b04-8929-ca2f39253075 · outbound

This paper cites Improving automated bug triaging with specialized topic model,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Improving automated bug triaging with specialized topic model,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.690716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 35926d41-036b-474f-b409-42021d87e776 · outbound

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

Automated Bug Triaging using Instruction-Tuned Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.909827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 913c0147-4360-42d8-8a98-eed851824c1c · outbound

This paper cites DeBERTa: Decoding-enhanced BERT with Disentangled Attention.

Automated Bug Triaging using Instruction-Tuned Large Language Models DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.915245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8824abf8-b4d9-4c8b-a1ed-c805287617e3 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.920667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47c8fe9b-2cd5-4b33-8a56-4857fa612133 · outbound

This paper cites Deeptriage: Exploring the effectiveness of deep learning for bug triaging,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Deeptriage: Exploring the effectiveness of deep learning for bug triaging,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.658136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d952936-0e7f-48ea-a1b9-7d0de2635b21 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Automated Bug Triaging using Instruction-Tuned Large Language Models Efficient Estimation of Word Representations in Vector Space

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.931486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1062ff40-1267-4862-875f-115ba4354824 · outbound

This paper cites Multi-triage: A multi-task learning framework for bug triage,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Multi-triage: A multi-task learning framework for bug triage,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.639954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3202fe7d-f3ad-4411-82f3-18f462c5c80c · outbound

This paper cites Adptriage: Approximate dynamic programming for bug triage,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Adptriage: Approximate dynamic programming for bug triage,

Reference 29

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T14:38:16.341545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ef78836-2f4c-4ee2-82c9-a2255542ab6d · outbound

This paper cites node2vec: Scalable feature learning for networks,.

Automated Bug Triaging using Instruction-Tuned Large Language Models node2vec: Scalable feature learning for networks,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.948663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef25827-d4b3-43ca-b408-7cfb9e413729 · outbound

This paper cites Continuous-time dynamic network embeddings,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Continuous-time dynamic network embeddings,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.608649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 78273513-e011-47c7-b602-85de9d150e90 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Automated Bug Triaging using Instruction-Tuned Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T14:38:15.962099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7017a4c3-ca35-4998-9abd-4f1990f2adc5 · outbound

This paper cites Gpt-4 technical report,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Gpt-4 technical report,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.588950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 42d5e09c-fb6f-43d4-8ce8-1682202ce99a · outbound

This paper cites Exploring large language models for bug triaging: Opportunities and challenges,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Exploring large language models for bug triaging: Opportunities and challenges,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:38:16.568751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 06f82cf4-c7f4-496d-8fc5-7a04777b48d2 · outbound

This paper cites Secure coding for web applications: Frameworks, challenges, and the role of LLMs,.

Automated Bug Triaging using Instruction-Tuned Large Language Models Secure coding for web applications: Frameworks, challenges, and the role of LLMs,

Reference 35

Resolution: verified exact; doi, observed 2026-08-05T14:38:16.201100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation de7ee875-fbc7-4f42-9c5c-1cad427c2b3b · outbound

This paper cites LLM-Driven Adaptive 6G-Ready Wireless Body Area Networks: Survey and Framework.

Automated Bug Triaging using Instruction-Tuned Large Language Models LLM-Driven Adaptive 6G-Ready Wireless Body Area Networks: Survey and Framework

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:38:16.060859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.