Paper Citation Record · LEDGER

EmoAssist: Emotional Assistant for Visual Impairment Community

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2502.09285.

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

pith.paper-citation-record.v1
2502.09285 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:05:56.819880Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

42 of 42 outbound references displayed

verified exact4
verified fuzzy23
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37c98a43-63d7-444d-9b41-6eceb51102a1 · outbound

This paper cites Blindness and vision impairment.

EmoAssist: Emotional Assistant for Visual Impairment Community Blindness and vision impairment

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.553324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89ee6ece-0ab6-46dd-b58a-e6ea605ce320 · outbound

This paper cites Global prevalence of visual im- pairment associated with myopic macular degeneration and temporal trends from 2000 through 2050: system- atic review, meta-analysis and modelling.

EmoAssist: Emotional Assistant for Visual Impairment Community Global prevalence of visual im- pairment associated with myopic macular degeneration and temporal trends from 2000 through 2050: system- atic review, meta-analysis and modelling

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.539253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b86f7cb8-7de0-47f9-b96a-554e0d846a3b · outbound

This paper cites DeepNA VI: A deep learning based smart- phone navigation assistant for people with visual im- pairments.

EmoAssist: Emotional Assistant for Visual Impairment Community DeepNA VI: A deep learning based smart- phone navigation assistant for people with visual im- pairments

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.524324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35c28e66-4583-4266-9aab-9a96b786734f · outbound

This paper cites V-eye: A vision-based navigation system for the visually impaired.

EmoAssist: Emotional Assistant for Visual Impairment Community V-eye: A vision-based navigation system for the visually impaired

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.509527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36c0344a-65f0-469b-92ae-9972b2a252b9 · outbound

This paper cites Deep learning based wearable assistive system for visually impaired people.

EmoAssist: Emotional Assistant for Visual Impairment Community Deep learning based wearable assistive system for visually impaired people

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.495221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af85db14-639a-4f77-a92b-9c8c8d8fb8a7 · outbound

This paper cites A multi-world approach to question answering about real-world scenes based on uncertain input.

EmoAssist: Emotional Assistant for Visual Impairment Community A multi-world approach to question answering about real-world scenes based on uncertain input

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.480022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b00ea8e3-c4f6-44f7-8c8b-4274554c9d70 · outbound

This paper cites Making the v in vqa matter: Elevating the role of image understanding in visual question answering.

EmoAssist: Emotional Assistant for Visual Impairment Community Making the v in vqa matter: Elevating the role of image understanding in visual question answering

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.465818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60a74966-3d70-4186-a026-9845de86adf1 · outbound

This paper cites https://www.bemyeyes.com/.

EmoAssist: Emotional Assistant for Visual Impairment Community https://www.bemyeyes.com/

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.451473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9842d299-67f3-49e5-916b-a3501d210492 · outbound

This paper cites VQAsk: a multimodal Android GPT-based application to help blind users visualize pictures.

EmoAssist: Emotional Assistant for Visual Impairment Community VQAsk: a multimodal Android GPT-based application to help blind users visualize pictures

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.437368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d0e3feb-0346-4bc1-a72c-1042c55b6647 · outbound

This paper cites Open scene understanding: Grounded situation recognition meets segment anything for helping people with visual impairments.

EmoAssist: Emotional Assistant for Visual Impairment Community Open scene understanding: Grounded situation recognition meets segment anything for helping people with visual impairments

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.422745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 426ce0f6-eefa-4ced-83aa-ce8b99f53f96 · outbound

This paper cites VIALM: A Survey and Benchmark of Visually Impaired Assistance with Large Models.

EmoAssist: Emotional Assistant for Visual Impairment Community VIALM: A Survey and Benchmark of Visually Impaired Assistance with Large Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.676440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 851bfcc0-4c58-4f94-b84d-7477583ea297 · outbound

This paper cites VIAssist: Adapting Multi-modal Large Language Models for Users with Visual Impairments.

EmoAssist: Emotional Assistant for Visual Impairment Community VIAssist: Adapting Multi-modal Large Language Models for Users with Visual Impairments

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.681641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ce504b-2190-426e-bd8f-d39307dc4faf · outbound

This paper cites Long-Form Answers to Visual Questions from Blind and Low Vision People.

EmoAssist: Emotional Assistant for Visual Impairment Community Long-Form Answers to Visual Questions from Blind and Low Vision People

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.686622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5872be7d-dcc9-4a5a-808e-4d8214664926 · outbound

This paper cites ROUGE: A Package for Automatic Evaluation of Summaries.

EmoAssist: Emotional Assistant for Visual Impairment Community ROUGE: A Package for Automatic Evaluation of Summaries

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.407547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 417f9fda-b7bd-42d5-a0ad-0e166ba511c5 · outbound

This paper cites METEOR: An Au- tomatic Metric for MT Evaluation with High Levels of Correlation with Human Judgments.

EmoAssist: Emotional Assistant for Visual Impairment Community METEOR: An Au- tomatic Metric for MT Evaluation with High Levels of Correlation with Human Judgments

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.390045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35e895fc-2b2b-4ea8-8de3-79de6037d44f · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

EmoAssist: Emotional Assistant for Visual Impairment Community BERTScore: Evaluating Text Generation with BERT

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.701180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7f1a3c6-077e-4c7e-ac24-3236bddb8c00 · outbound

This paper cites Improving automatic vqa evaluation using large lan- guage models.

EmoAssist: Emotional Assistant for Visual Impairment Community Improving automatic vqa evaluation using large lan- guage models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.374509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76c28cda-f2ad-47db-b744-2de37da63011 · outbound

This paper cites GPT-4 Technical Report.

EmoAssist: Emotional Assistant for Visual Impairment Community GPT-4 Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.710511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 726fcb5a-2ea9-4c41-82d0-ff69e9687baa · outbound

This paper cites Emotional and social conse- quences of age-related low vision.

EmoAssist: Emotional Assistant for Visual Impairment Community Emotional and social conse- quences of age-related low vision

Reference 19

Resolution: malformed identifier; doi_truncated, observed 2026-08-07T22:05:56.875240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90e9443c-8f88-4a2d-97c1-1f3e38796ba7 · outbound

This paper cites Loneliness, adaptation to vision impairment, social support and depression among visu- ally impaired elderly.

EmoAssist: Emotional Assistant for Visual Impairment Community Loneliness, adaptation to vision impairment, social support and depression among visu- ally impaired elderly

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.358241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7073432e-632d-46fd-b204-ef94a8149668 · outbound

This paper cites Vqa: Visual question answer- ing.

EmoAssist: Emotional Assistant for Visual Impairment Community Vqa: Visual question answer- ing

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.342439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8f9102d-71de-492d-8095-471d3148788d · outbound

This paper cites GPT-4o System Card.

EmoAssist: Emotional Assistant for Visual Impairment Community GPT-4o System Card

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.735005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8dcb18-d329-4d21-94c0-a15d4f88fbee · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

EmoAssist: Emotional Assistant for Visual Impairment Community LoRA: Low-Rank Adaptation of Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.740236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eb79b24-7acb-46ca-81bb-9edb77afc3f7 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

EmoAssist: Emotional Assistant for Visual Impairment Community Direct preference optimization: Your language model is secretly a reward model

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.326163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f6bef49b-2ae6-4aca-a5aa-cc0a435d9117 · outbound

This paper cites Visual instruction tuning.

EmoAssist: Emotional Assistant for Visual Impairment Community Visual instruction tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.748342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63fa24c-2b10-40f4-a5c7-615d5bf06add · outbound

This paper cites Are you talking to a machine? dataset and methods for multilingual image question.

EmoAssist: Emotional Assistant for Visual Impairment Community Are you talking to a machine? dataset and methods for multilingual image question

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.300183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8aa28c92-941b-4dc1-b2b5-d89a4b139e6b · outbound

This paper cites Clevr: A diagnostic dataset for compositional language and elementary visual reason- ing.

EmoAssist: Emotional Assistant for Visual Impairment Community Clevr: A diagnostic dataset for compositional language and elementary visual reason- ing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.284354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c99e619-0e68-49e7-bd6b-ae01f0e85bb2 · outbound

This paper cites Vizwiz: nearly real-time an- swers to visual questions.

EmoAssist: Emotional Assistant for Visual Impairment Community Vizwiz: nearly real-time an- swers to visual questions

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.266971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a4b703e7-b04c-4c02-b447-d84b33a25103 · outbound

This paper cites Emotional intelligence of large lan- guage models.

EmoAssist: Emotional Assistant for Visual Impairment Community Emotional intelligence of large lan- guage models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.250068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9699e181-189d-4498-8cce-486cbe79ecd1 · outbound

This paper cites EmoBench: Evaluating the Emotional Intelligence of Large Language Models.

EmoAssist: Emotional Assistant for Visual Impairment Community EmoBench: Evaluating the Emotional Intelligence of Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.770193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26caa40-08ce-4eec-97fa-efa70cd0ec1f · outbound

This paper cites EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models.

EmoAssist: Emotional Assistant for Visual Impairment Community EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.774609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff4339b-c847-42cb-bafe-76816f2fbf92 · outbound

This paper cites Segment anything.

EmoAssist: Emotional Assistant for Visual Impairment Community Segment anything

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.233717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7bb92759-35c4-4aa5-ab46-98bc0419c8f3 · outbound

This paper cites http://mousi.org/.

EmoAssist: Emotional Assistant for Visual Impairment Community http://mousi.org/

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.217139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f035ca80-8628-4643-9311-5644ea988a2d · outbound

This paper cites EmpHi: Generating Empathetic Responses with Human-like Intents.

EmoAssist: Emotional Assistant for Visual Impairment Community EmpHi: Generating Empathetic Responses with Human-like Intents

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:05:57.015925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea48350b-4ece-4b5c-9104-604e1ee8927c · outbound

This paper cites Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning.

EmoAssist: Emotional Assistant for Visual Impairment Community Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.792749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7350bca-0e28-4326-b729-862dd540e8c4 · outbound

This paper cites Exploring the role of an emo- tional support and counselling service for people with visual impairments.

EmoAssist: Emotional Assistant for Visual Impairment Community Exploring the role of an emo- tional support and counselling service for people with visual impairments

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:05:57.200331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 25b106ee-2d4a-400b-a9d1-40a80e2ee540 · outbound

This paper cites CoMAE: A Multi-factor Hierarchical Framework for Empathetic Response Generation.

EmoAssist: Emotional Assistant for Visual Impairment Community CoMAE: A Multi-factor Hierarchical Framework for Empathetic Response Generation

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:05:56.974744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e6e396e6-ac7d-4992-96c2-cdce97027244 · outbound

This paper cites ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models.

EmoAssist: Emotional Assistant for Visual Impairment Community ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:05:56.951227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27837fa9-ef37-45aa-ac59-285dce8500ed · outbound

This paper cites Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset.

EmoAssist: Emotional Assistant for Visual Impairment Community Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.810488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0a61174-98ae-4d45-a0c6-b7deacda45be · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

EmoAssist: Emotional Assistant for Visual Impairment Community Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.815330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f23be803-63ec-48d1-91b3-07cca508de69 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

EmoAssist: Emotional Assistant for Visual Impairment Community Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.819880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f80727ec-7696-4357-94c9-1ceafa9022ee · outbound

This paper cites URL: https://www.sciencedirect.com/science/article/pii/ S0531513105007375.

EmoAssist: Emotional Assistant for Visual Impairment Community URL: https://www.sciencedirect.com/science/article/pii/ S0531513105007375

Reference 5131

Resolution: verified exact; doi, observed 2026-08-07T22:05:56.859085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.