Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:57:36.851773Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2508.19449.
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 2026-08-15T16:57:36.851773Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b1ce4276-3fbf-4238-9094-9ef1472ed46a · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation The unreasonable effectiveness of traditional information retrieval in crash report dedupli- cation,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f57a0793-a68f-4389-ad8a-baf8711d2670 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Tracesim: An alignment method for computing stack trace similarity,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6f52d288-7a4a-443a-b4db-61c0dc4a2cd3 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Durfex: A feature extraction technique for efficient detection of duplicate bug reports,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9567436f-8d1c-4b7a-866b-3956f3edc0e6 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Quickly finding known software problems via automated symptom matching,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 019a3369-6c0f-4573-ad4f-ddf1fbbcfe4f · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Classifying field crash reports for fixing bugs: A case study of mozilla firefox,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation edfd1bd4-3e42-4292-a437-79bad3994b2a · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation S3m: Siamese stack (trace) similarity mea- sure,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fb889ba8-525a-4bcf-af47-4626fc4d9597 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Do stack traces help developers fix bugs?
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e2b73147-afab-4347-ac9e-81c8fd409a4b · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Boosting bug-report-oriented fault localization with segmentation and stack-trace analysis,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6344c466-4c0b-4856-bf3b-c02dacd94255 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Rebucket: A method for clustering duplicate crash reports based on call stack simi- larity,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 37399756-832a-49bb-925d-fa0680dd0d41 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Deep- crash: deep metric learning for crash bucketing based on stack trace,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 80900284-b387-4d31-b840-d020b50d3f35 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Attention is all you need,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b26411e7-6a6b-4ef2-a5e9-f61577b0a1e1 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation BERT: Pre- training of deep bidirectional transformers for language understanding,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1423ca09-e746-47c0-8497-212b67e7c43e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1713e454-945b-40d1-8e87-53efedd1f49d · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Deep contextualized word representations
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d8a4334-b268-4a6f-b0e2-009c56785a45 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation DeBERTa: Decoding-enhanced BERT with Disentangled Attention
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d148145a-966f-4201-9647-8386d348d6df · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Comprehensive review and comparative analysis of transformer models in sentiment analysis,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2a243137-03bc-47ab-8802-a35cd19c4787 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation BERTScore: Evaluating Text Generation with BERT
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d14d6abd-05e1-45da-a9c1-9eaffb00c5b3 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Pre-trained lan- guage models for text generation: A survey,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db45c1ef-2013-4283-bb4d-9b613ce74d25 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Sentence-bert: Sentence embeddings using siamese bert-networks,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7b2924e0-bf88-4934-8f5a-7572454b5802 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Automatically identifying known software problems,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 252efeb8-3c45-4413-b13d-153c7a8c6791 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Finding similar failures using callstack similarity,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 18af7b4f-f590-4aef-9e8f-a3e836fce13e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Finding duplicates of your yet unwritten bug report,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd50eca1-241f-47dd-a10c-7207726fdd27 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Tracesim: a method for calculating stack trace similarity,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e8576f4b-707a-4163-b4f7-293846f2fe23 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Fast: A linear time stack trace alignment heuristic for crash report deduplication,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b51e1f6e-3a16-4c69-9036-3a3a74999770 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Abaci-finder: Linux kernel crash classification through stack trace similarity learning,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bdce9bbf-6fde-4613-8359-e93e54fc373c · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b6be3eb-213c-47ce-a062-b9a3e70d2fe3 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation A comparative study on transformer vs rnn in speech applications,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d88c7c31-d555-4597-8ee9-1297a3b1a8e1 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation A Simple Framework for Contrastive Learning of Visual Representations
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21484860-9a70-4df1-a256-e1b5e04e5014 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Ms marco: A human generated machine reading comprehension dataset,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 84b5f15a-b981-41c3-8817-335d13919d04 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Open Question Answering Over Curated and Extracted Knowledge Bases,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 30740564-8b14-472a-9809-6a8bdf4cdb5e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Efficient natural language response suggestion for smart reply,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cb0a8afd-913b-4589-bf59-9b722ce2ca28 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Detecting duplicate questions with deep learning,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 85f335f4-61ff-4218-bdd4-347d9ac3082e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Dropout: a simple way to prevent neural networks from over- fitting,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb669963-d9ce-42aa-8923-3f0b73bfdf40 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Learning to rank using gradient descent,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 281fffb4-58fc-47a3-8aa0-b8dd838aac3c · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Adam: A Method for Stochastic Optimization
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91075020-c3e6-4350-a1ec-038303c572b3 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Reranking-based crash report deduplication
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1eddada8-c218-4874-8601-ed7bbc88a60d · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Duplicate bug report detection using dual-channel convolutional neural networks,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e816fb74-9072-4571-8370-890af629b50d · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Hindbr: Heterogeneous information network based duplicate bug report prediction,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8201abb7-2aec-4d61-b0c6-43e0a6aaebf9 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation A soft alignment model for bug deduplication,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee37f6d-e706-445b-a4b0-1ac1d8f5a6d2 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Towards more accurate retrieval of duplicate bug reports,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0acc6d96-53f6-40ac-979a-5e00542d6178 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Deeplsh: Deep locality-sensitive hash learning for fast and efficient near-duplicate crash report detection,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2fdec4a1-7bdf-430a-95c0-4e1b367533ea · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Stack Trace Deduplication: Faster, More Accurately, and in More Realistic Scenarios
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fffa2739-e1c4-4a82-8ed5-2e8b69b27d58 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Impact of word embedding models on text analytics in deep learning environment: a review,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e90e5efd-da25-4244-a290-4ed2141b283a · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation all-mpnet-base-v2
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ef371ff5-d325-403b-865a-9637e4050412 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation distilroberta-v1
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f4b2f24d-0825-4480-b518-11adba9a5bba · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation C- pack: Packed resources for general chinese embeddings,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dc01d838-c8c6-4bdb-866c-3c674c18a00e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Revisiting the perfor- mance evaluation of automated approaches for the retrieval of duplicate issue reports,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 07433283-a0e3-4e00-80c2-f6edec701d59 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation text-embedding-3-small
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3bbce035-5a6f-49dc-ac32-40684b5ad2d1 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7b4922f-857d-4b93-888d-cf6a6128ef30 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Large language models for information retrieval: A survey,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f5c4ed5-e4d4-4a21-a8d5-535f5ac92a02 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Chromadb
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1e072f53-ae06-4c11-8280-9da5569e234e · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation Approximate nearest neighbor search in high dimensions,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ef07f6b2-22e3-4982-96f5-f8e538864b39 · outbound
Stack Trace-Based Crash Deduplication with Transformer Adaptation The faiss library,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.