Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T17:25:50.708524Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2412.09046.
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 2026-08-11T17:25:50.708524Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T15:04:40.117223Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-09T15:04:40.414544Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 80f00e39-057c-44ff-986e-bdf8a3f83944 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Knowing what, how and why: A near complete solution for aspect-based sentiment analysis,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c5831fd6-91b1-4aea-a4df-1e0e9575701b · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A survey on aspect- based sentiment analysis: Tasks, methods, and challenges,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b2374658-9292-4981-a34f-c1612cc6183a · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Learning implicit sentiment in aspect-based sentiment analysis with supervised contrastive pre-training,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fe9ffa00-a5dd-42d5-9472-abd51a6e7bf9 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Sentiment analysis in the era of large language models: A reality check,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c1147a0-6eed-497c-92a4-c1209d6c0b84 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Affective computing in the era of large language models: A survey from the nlp perspective,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b53e8edc-a8fa-4dd2-a191-42838e05f352 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Reasoning implicit sentiment with chain-of-thought prompting,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 531c4a86-18a4-411c-9b45-71f78f2c3253 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Emergent abilities of large language models,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d3ec52f2-6044-4c7a-86df-db275b02f2c8 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Siren’s song in the ai ocean: A survey on hallucination in large language models,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 447a0c26-97e1-446c-8911-9fa0f946af41 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A survey on the honesty of large language models,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 52e775f0-6f41-4833-98d2-ff720274257f · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A unified architecture for natural language processing: deep neural networks with multitask learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 253a983f-79a9-4517-a1fb-9cda7a0a7e16 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A survey of multi-task learning in natural language processing: Regarding task relatedness and training methods,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 931afaf8-19df-47ae-b46d-83286a8b8bd4 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Large language models are reasoning teachers,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e53ac43-d240-4aac-9bd5-8760a1621709 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Explanations from large language models make small reasoners better,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b30db37c-65ed-4b34-93a1-55c5095c5fcc · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Semeval-2015 task 9: Clipeval implicit polarity of events,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9a288ea7-bb37-4e2c-bb9c-6d473ac69fde · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Implicit aspect extraction in sentiment analysis: Review, taxonomy, oppportunities, and open challenges,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e5ba2df8-3cbc-4030-8bdd-39cff914a663 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6a645e2b-508d-4f71-873f-1090a6803611 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning KC-ISA: An implicit sentiment analysis model combining knowledge enhancement and context features,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f84f9b89-9dd4-4b2e-a52e-1d5849a2d808 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Implicit sentiment analysis with event-centered text representation,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 93c28d47-c5e2-484b-8578-056a281abe57 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c41ee714-9a4c-4b5a-a6eb-2eb9d5155dec · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A contrastive cross-channel data augmentation framework for aspect-based sentiment analysis,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0e29a88a-047b-4df2-920e-fed01c5b0f90 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Relational graph attention network for aspect-based sentiment analysis,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6ebdd096-ba29-47df-a38d-5820be9efacf · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Causal intervention improves implicit sentiment analysis,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8a7a41b4-1b61-43c1-ae41-1ebd780f2997 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Aspect- based sentiment analysis with explicit sentiment augmentations,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 790d20e9-8182-4faf-a8c7-37ba77dc0081 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Self-refine: Iterative refinement with self-feedback,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 06537626-d4e7-494f-97ae-87d848b59436 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Multitask learning,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5a58b9e-1b87-4902-bf6e-b60743dd9af6 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Multi-task bert for aspect-based sentiment analysis,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 599397e2-affb-48a6-8e0c-097517fd8d67 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Joint aspect and polarity classification for aspect-based sentiment analysis with end-to- end neural networks,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7964e3dc-bbbd-4497-9a05-6553dd46a77b · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning A multi-task learning model for chinese-oriented aspect polarity classification and aspect term extraction,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7b3ebfa9-a21b-4223-9a75-a819848b95f0 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Aspect-based sentiment analysis with multi-task learning,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 010c927c-2368-422f-b8e8-8f92ccf7f0bf · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Aspect-based sentiment analysis via multitask learning for online reviews,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 53df9d5b-faf6-4755-9661-c307d1354daa · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Exploring the limits of transfer learning with a unified text-to-text transformer,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d53036b4-0e1b-41c3-adcf-53c1b554d514 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Unifiedabsa: A unified absa framework based on multi-task instruction tuning,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 552876df-b5c9-43b4-9d64-76c27bc934db · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Mvp: Multi-view prompting improves aspect sentiment tuple prediction,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7cf70022-eb86-4ffa-b551-b4e99425bf8d · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Chain-of-thought prompting elicits reasoning in large language models,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1efca18d-7b2a-4094-a6df-6d423dd0014e · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Large language models are zero-shot reasoners,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d02f9f5d-1da7-4370-8ac7-346c4a821c17 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Language models are few-shot learners,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f028e5f4-cab6-407b-9ce7-d250aebfe7e8 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Complexity-based prompting for multi-step reasoning,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1414d7ce-5fea-47f2-8a33-c4c801a498a1 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Automatic chain of thought prompting in large language models,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 096056bb-7609-46d7-9374-bfc106197bea · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Explain yourself! leveraging language models for commonsense reasoning,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d4f42203-1316-4808-9d51-e0046974bcac · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning What uncertainties do we need in bayesian deep learning for computer vision?
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 56f7c228-91cf-4c5a-b3eb-6b6833958609 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Multi-task learning using uncer- tainty to weigh losses for scene geometry and semantics,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ab1b873b-b7d7-4853-b588-5e6e947e5c4f · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Auxiliary tasks in multi-task learning,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6574c7ad-321f-4ab0-be61-916677fd8dd0 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Semeval-2014 task 4: Aspect based sentiment analysis,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 97c02f6d-e858-4a7d-a3fa-c78d3bd6a295 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Adapt or get left behind: Domain adaptation through bert language model finetuning for aspect- target sentiment classification,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 68da2b9e-de0d-482d-a229-4a28a6b7b252 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Instructabsa: Instruction learning for aspect based sentiment analysis,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2177a847-a59d-47d9-9764-4319a6705c95 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Scaling instruction-finetuned language models,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8b5cf192-13bc-4cf2-aa2d-f075889d1427 · outbound
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning Think twice before trusting: Self-detection for large language models through comprehensive answer reflection,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f1b100b5-75c3-4d63-89ee-b4a63864b153 · inbound
Efficiently Integrate Large Language Models with Visual Perception: A Survey from the Training Paradigm Perspective Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.