Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:58:25.312915Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2507.12126.
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 2026-08-06T16:58:25.312915Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0dd2406b-f1eb-4d8d-a437-18444fc9792b · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Unresolved cited work
Reference 1
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Observation bbeb9cdd-b2cf-480e-9d04-39f3cf40537d · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Unresolved cited work
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Observation 7d83607f-cbc3-4691-9000-14a29942345d · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis hot” and “cold
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Source-reported events for the cited work
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Observation d322a2aa-a877-4f1b-8cd6-d59842f1d06a · outbound
Reference 4
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Observation b8c357eb-8ed0-49c6-a4f1-734e96ab3555 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Enhancing BERTopic with Pre-Clustered Knowledge: Reducing Feature Sparsity in Short Text Topic Modeling,
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Observation 41dd7e58-5a71-4d7c-9597-317aecf8a851 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Natural language processing: state of the art, current trends and challenges,
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Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis A survey on sentiment analysis methods, applications, and challenges,
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Observation 1ffa23f0-9255-4884-ac1f-e20c9d17079a · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis A complete process of text classification system using state‐of‐the‐art NLP models
Reference 8
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Observation 7bf00176-e150-4f8c-8a5a-e052792c83ce · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Topic Modeling for Small Data using Generative LLMs
Reference 9
Source-reported events for the cited work
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Observation 2f201c8c-f826-4f3f-a992-f2a5afe63dab · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis An empirical survey of data augmentation for limited data learning in NLP,
Reference 10
Source-reported events for the cited work
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Observation 4b70ffac-6a89-4b12-85cd-43683124c16a · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Building the Bridge: Topic Modeling for Comparative Research,
Reference 11
Source-reported events for the cited work
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Observation 58df5a73-9e4a-4b19-9003-54b5067935ac · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Latent dirichlet allocation,
Reference 12
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Observation c8ed2da4-2584-4ff9-9522-057c349c5de9 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Topic modeling for the social sciences,
Reference 13
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Observation b78db2d6-54c0-4aaf-b9c5-45afa382e57b · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis FastText.zip: Compressing text classification models
Reference 14
Source-reported events for the cited work
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Observation 8252fe15-5140-4f27-8581-a6670bb11252 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Glove: Global vectors for word representation,
Reference 15
Source-reported events for the cited work
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Observation 088ca9e4-5222-4f57-966c-25c3488a7d90 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Text data augmentation and pre-trained Language Model for enhancing text classification of low-resource languages,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5c445b69-a5ff-472c-ad3e-0527e5df4ad1 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Data expansion using back translation and paraphrasing for hate speech detection,
Reference 17
Source-reported events for the cited work
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Observation 7ec3effb-2a4d-493b-9ab5-d78adffcce4d · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks
Reference 18
Source-reported events for the cited work
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Observation 46ad9e76-77b0-4645-a7c6-f965071b8d0b · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness,
Reference 19
Source-reported events for the cited work
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Observation 55d66b7b-8e08-46ea-89fc-28e8394a6b02 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Semantic Drift in Multilingual Representations,
Reference 21
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Observation 3599e7c1-2232-46d5-8c5e-f72da139b266 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis GPT-4o mini: advancing cost -efficient intelligence
Reference 22
Source-reported events for the cited work
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Observation 22aa39a8-2d24-47a2-a32f-98309f386c6f · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Claude 3.5 Sonnet
Reference 23
Source-reported events for the cited work
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Observation df47457d-58e2-4940-b307-e39be03e336e · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Identifying Citizen-Related Issues from Social Media Using LLM -Based Data Augmentation,
Reference 24
Source-reported events for the cited work
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Observation 7f2ef618-90d0-492c-b61d-9a25b4b8b58b · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Exploring ChatGPT- Based Augmentation Strategies for Contrastive Aspect- Based Sentiment Analysis,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 010ebd2f-edfa-4245-b088-fe5b80ee6ac2 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Evaluating large language models for health -related text classification tasks with public social media data,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 144d0ea5-9add-4f42-93e5-f51afd9745ba · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis ChatGPT Label: Comparing the Quality of Human-Generated and LLM -Generated Annotations in Low -Resource Language NLP Tasks,
Reference 27
Source-reported events for the cited work
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Observation c2e561aa-47c9-4c10-8631-33ab108e6307 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Leveraging Large Language Models for Code -Mixed Data Augmentation in Sentiment Analysis,
Reference 28
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Observation da150587-6bac-4528-8c46-63e7147b0145 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Unresolved cited work
Reference 29
Source-reported events for the cited work
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Observation 2ccc0a5d-178b-4881-ba6e-36395bdacc3e · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 30
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Observation f4f7253a-9c32-4096-9f6a-e761323ed0c6 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Auggpt: Leveraging chatgpt for text data augmentation
Reference 31
Source-reported events for the cited work
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Observation 076175c7-0c3f-4d4a-96fd-1c6853bdae45 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis LLM-powered Data Augmentation for Enhanced Cross-lingual Performance
Reference 32
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Observation e7757ed1-b1e8-4b07-af58-9baf6f08c7c0 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Bleu: a method for automatic evaluation of machine translation,
Reference 33
Source-reported events for the cited work
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Observation 87d7fdc4-b423-41dd-9ba8-e33f61ba7d17 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Rouge: A package for automatic evaluation of summaries,
Reference 34
Source-reported events for the cited work
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Observation e2f41cdf-65c5-4222-af76-629810f80911 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Synthetic and Natural Noise Both Break Neural Machine Translation
Reference 35
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Observation 2557f974-8337-4a23-b7e0-12c99ff7e9cd · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Statistical Uncertainty in Word Embeddings: GloVe- V,
Reference 36
Source-reported events for the cited work
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Observation ffd5bd72-2ac2-46cc-aaf2-0a7683f567a0 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis SummIt: Iterative Text Summarization via ChatGPT
Reference 37
Source-reported events for the cited work
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Observation 2f98a0ab-29a6-4f0e-8347-a7be6bfb2dd5 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Prompt chaining or stepwise prompt? refinement in text summarization,
Reference 38
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Observation d88a17f0-eee4-49ad-acc6-aad0409e10be · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Text data augmentation for deep learning,
Reference 39
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Observation d0c2d682-1940-4e89-a86b-466370836cb0 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 40
Source-reported events for the cited work
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Observation f82e5c7c-d475-4dae-8f92-26bc7bad0804 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis WordNet: a lexical database for English,
Reference 41
Source-reported events for the cited work
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Observation aade6d69-5d88-408d-a894-7f703970bd68 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Efficient Estimation of Word Representations in Vector Space
Reference 42
Source-reported events for the cited work
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Observation db327b2c-cb25-49c8-adb7-0f770913a48e · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis From word to sense embeddings: A survey on vector representations of meaning,
Reference 43
Source-reported events for the cited work
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Observation 2050ac50-cc1a-448a-a969-52d0b8931f8d · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Generating Natural Language Adversarial Examples
Reference 44
Source-reported events for the cited work
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Observation 235ea5ac-fdfc-4adf-8c26-73358e500085 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Training language models to follow instructions with human feedback
Reference 45
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Observation e50dcecf-3e74-48ec-b456-141b2db97fbb · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Improving Neural Machine Translation Models with Monolingual Data
Reference 46
Source-reported events for the cited work
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Observation af3640aa-2689-46a6-bf68-4fd95bf1d748 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Improving language understanding by generative pre-training,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f17ce832-6b64-4cb8-a38a-b2e296536ba0 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Exploring the limits of transfer learning with a unified text- to-text transformer
Reference 48
Source-reported events for the cited work
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Observation 9fe9188e-9b4e-408c-b219-fb6edac63a35 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Paraphrase the following text:
Reference 49
Source-reported events for the cited work
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Observation 5a13a3a5-71f9-46f6-86bc-4acf18f5c5ed · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Promptagator: Few-shot Dense Retrieval From 8 Examples
Reference 50
Source-reported events for the cited work
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Observation d6910168-bf92-4339-8f68-1c26e06788c3 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Data augmentation using llms: Data perspectives, learning paradigms and challenges
Reference 51
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Observation aeee30b2-b896-4982-a987-f79117541545 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Optimizing semantic coherence in topic models,
Reference 52
Source-reported events for the cited work
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Observation b6b94f72-776b-4fb3-b4a7-5ecaebbda0f4 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 53
Source-reported events for the cited work
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Observation a8c21c48-2074-43a1-84d6-3a59f2c872c6 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Full- text or abstract? examining topic coherence scores using latent dirichlet allocation,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d16087ec-d66f-4d1f-83bf-7f82dbb1d6df · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis A joint model of conversational discourse and latent topics on microblogs,
Reference 55
Source-reported events for the cited work
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Observation 432d5f91-8869-4875-ad4c-6daafbf932a3 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering
Reference 56
Source-reported events for the cited work
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Observation 5b7ea47e-050c-42ad-ab9d-1d7d32a7939c · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Minilm: Deep self-attention distillation for task -agnostic compression of pre -trained transformers,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fd599765-a224-4385-896e-2824263486a6 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Claude 3.5 Sonnet vs GPT-4o,
Reference 58
Source-reported events for the cited work
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Observation b301b9aa-f57c-4ada-a590-ba9c40dedc26 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis GPT-4o Mini vs. Claude 3.5 Sonnet: A Detailed Comparison for Developers,
Reference 59
Source-reported events for the cited work
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Observation 9e95c660-50e5-48b0-b6f4-f0ffa8a3b17b · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Claude 3.5 Sonnet vs. GPT -4o and GPT -4o mini — key differences,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11d5061c-d163-42de-bf9b-e8025dc0bdf3 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Cosine similarity and its applications in the domains of artificial intelligence,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 82f3154a-cea6-4f58-93db-d69c363d8cb8 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis A comprehensive survey of text classification techniques and their research applications: Observational and experimental insights,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eec97009-5d9d-426a-95ca-ad8fd8c3c554 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Scaling up all pairs similarity search,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 224a9d62-2032-4520-adb1-f9b29dc1ab29 · outbound
Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis Probabilistic topic models,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.