Paper Citation Record · LEDGER

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

As of 9 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 5 inbound Pith citation observations for arXiv:2502.02883.

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

pith.paper-citation-record.v1
2502.02883 v3

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:50:59.539170Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:04:06.416028Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T21:08:58.435739Z

Reference resolution

72 of 72 outbound references displayed

verified exact1
verified fuzzy7
unresolved63
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4871ca60-0eba-417d-b77f-9fc074591d32 · outbound

This paper cites DeepSeek.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions DeepSeek

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.572744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f41d4a1b-94ff-4b54-9439-daa178149e41 · outbound

This paper cites Jetson Orin NX Module.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Jetson Orin NX Module

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.557798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a838fe0b-c68e-4366-b69d-aefb48be24d0 · outbound

This paper cites NVIDIA A100 Tensor Core GPU.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions NVIDIA A100 Tensor Core GPU

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.543522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6bec43b6-8b99-431c-90f2-b7ca1fb1aa43 · outbound

This paper cites OpenAI o3-mini.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions OpenAI o3-mini

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.529362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c13caa4-ec73-48f2-8805-3c155bc1fefb · outbound

This paper cites GPT-4 Technical Report.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions GPT-4 Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.249482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc4fef0-90ed-444d-b745-cad961505de6 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.515565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6ac06888-950f-440a-86ff-110aa9f91407 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.501235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6af9f6ad-5b96-477a-b786-a2c53a1afce5 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.263450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a04e517a-b918-4637-82c6-9fcc42b31c2c · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.477408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1065df4f-c014-4d8b-a09d-87b7f5985b99 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.462511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation efc1a9ed-3702-4b3f-a5d2-505021d933c9 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.276315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88c95832-ff2f-4d09-904c-84aaa455e02d · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Gonzalez, Ion Stoica, and Eric P

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.280545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c64cea2f-0faf-4469-9355-9d4c2eab5c39 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.430429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 117ec3d8-92f5-4a8c-a6ff-42d5d5ab46da · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.417227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e2aab611-aacc-4521-b26c-8c71fa71e1cc · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.403797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0273219-1704-4b77-b536-7fa92a51dc11 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.301991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eacf2ac2-6c18-4c00-ba14-da78b33aee0a · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.390519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b61d4b90-04c1-4896-8c8a-b8793413cd9a · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.376967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3662187-acc5-4d63-bc5a-156ee9969c76 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.363167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 46d5ee18-a99c-4823-aed4-192ff394edfa · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.319211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2a586b-b55d-4d01-b6db-c6fececa7158 · outbound

This paper cites OneLLM: One Framework to Align All Modalities with Language.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions OneLLM: One Framework to Align All Modalities with Language

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.323887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91bc2883-839c-4f0e-acfc-c5dda3f054a5 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.349532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f0ea9c91-1d44-478f-969d-cc683279becc · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.334833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b85cf714-b8f0-428b-9228-3364f6022806 · outbound

This paper cites Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-09T10:50:59.864323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef7b44ec-e6d4-4386-96e9-c06c8f4c8ea4 · outbound

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

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions LoRA: Low-Rank Adaptation of Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.341023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7e6bbfb-d8f6-4466-b11b-808b6a829b79 · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.345274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b99c4d-b8fb-4087-9cab-b9b8bd926eba · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.320020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61ab157b-b0b8-46a9-8451-b9ae79a0d436 · outbound

This paper cites MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.353503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce47d165-89d4-4d63-80bb-312b108ba473 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.306083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3831b5d2-8111-43d1-a65c-b321aa6b73f1 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.292068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b2cea26-af5e-4d0c-8633-b53a54f4c3bc · outbound

This paper cites Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.370951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34078b2e-310f-495a-ad88-44534e5003e2 · outbound

This paper cites Long-context LLMs Struggle with Long In-context Learning.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Long-context LLMs Struggle with Long In-context Learning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.375239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f30839c-ac61-4063-8c58-1bb20d942b61 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.264606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3a0d2f2-7e9e-4624-a884-0d13a06d833d · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.384060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ed5e4c1-e617-4b58-81db-6efaee64137d · outbound

This paper cites Large Language Models are Few-Shot Health Learners.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Large Language Models are Few-Shot Health Learners

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.388287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4ff450-0e09-4db9-93e9-b6d7b562316b · outbound

This paper cites MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.392629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a3f942-38d8-46a9-84b8-bbb611bfe999 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.241950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a5ba919-1eaa-42d3-9848-521c33e1aafd · outbound

This paper cites IoT-LM: Large Multisensory Language Models for the Internet of Things.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions IoT-LM: Large Multisensory Language Models for the Internet of Things

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.405727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b227414-42b3-439a-942d-912492fda826 · outbound

This paper cites AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.410275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fa72116-6149-4d03-bbed-e320f2b03cf9 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.213928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 83bd3a40-b836-43ce-80e0-120411c44a02 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.198966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60660d5d-95d8-44ab-b824-d11d6b29716f · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.185110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2e28ef61-12c8-4c81-8810-8574c2a8d189 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.171235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 305a3750-1bd2-4bd5-bd3c-f6622b22189a · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.157224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fca8f667-320e-4f64-952c-f84267cdc032 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.142666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ff828375-404d-41bc-af48-575b97562736 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.440713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b3e8d3b-e7a0-452d-839e-047f96cffb6e · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.444952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6949695d-7fc5-44dd-a042-c89de452ed97 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.111364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cacb9d9a-26b1-449a-a43e-f8deed85c3fa · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.097349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be5e85e7-99f1-4fd4-9ad0-7c2ea97ab6ab · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.082991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 347c2b10-f6a8-475d-93fe-dfb5d18dcc3a · outbound

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

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions LLaMA: Open and Efficient Foundation Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.466514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12fdf8d0-950c-4017-b766-5f9b40a28c96 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.470601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0b894f-62ad-418e-be3b-3f567949a451 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.474993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6ecd408-de53-4af5-b8df-8ab43cc8f6d1 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.059764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2c1cb2b4-e3d0-4853-b6ff-4f36815f0540 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.044733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e31b77f-c2ea-46de-8b8e-db1a6747e826 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.029729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6c7b382-82be-4314-8ddc-6efb1e325220 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:51:00.012860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ebbf8541-d7bf-430b-88f6-54d3a58a4c8a · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:50:59.997513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8c167dea-a324-41ea-9f8f-9e658e64dee3 · outbound

This paper cites AutoLife: Automatic Life Journaling with Smartphones and LLMs.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions AutoLife: Automatic Life Journaling with Smartphones and LLMs

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.500349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6de3118-7361-4f01-870b-86cb84df91e5 · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:50:59.982836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aece344b-09eb-47db-a8eb-4c0ee39d135b · outbound

This paper cites an unresolved cited work.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:50:59.966228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e7067f5-cc2e-446a-ac14-ede99cdddeda · outbound

This paper cites DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.512917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c158704-4b3f-4667-ae1b-20892bace728 · outbound

This paper cites A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.517638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67cbc23c-daaf-43be-8252-b0652ba7a3b4 · outbound

This paper cites By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.522064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7e6223e-1bf8-489c-81a7-6ab0349b00b5 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.526333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e75d0e2d-6498-4731-a2ac-49e176f8147c · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.530546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3751bb2e-9de7-4899-9f80-9a9041e52f39 · outbound

This paper cites LLM-Enhanced Data Management.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions LLM-Enhanced Data Management

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.534856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1107e3a5-5e66-4eda-8997-57b61e95be30 · outbound

This paper cites How long was I at school?.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions How long was I at school?

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:50:59.951679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 55d0997b-05da-4ed7-9637-da0e2f703013 · outbound

This paper cites Advances in neural information processing systems 33 (2020), 18661–18673.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Advances in neural information processing systems 33 (2020), 18661–18673

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.278315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b656e1a1-03fb-491e-80fa-7235a174dec1 · outbound

This paper cites Advances in Neural Information Processing Systems 35 (2022), 2507–2521.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Advances in Neural Information Processing Systems 35 (2022), 2507–2521

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:51:00.228368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f1ec3e2c-0301-4cd2-abcf-0e2b634f3b68 · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T10:50:59.297391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d818c13d-ac78-4387-a90a-78b550469853 · outbound

This paper cites SensorQA: A Question Answering Benchmark for Daily-Life Monitoring.

SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions SensorQA: A Question Answering Benchmark for Daily-Life Monitoring

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-09T10:50:59.716071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 540f3066-51d0-4383-985f-fac80ddfa244 · inbound

SensorLM: Learning the Language of Wearable Sensors cites this paper.

SensorLM: Learning the Language of Wearable Sensors SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:06.416028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1adf91ca-01d0-43d3-ade0-5546c1cbdeed · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

Reference 120

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:32:16.063027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4be725d1-6dfe-43b3-b287-022df1d61258 · inbound

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild cites this paper.

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:41:23.997498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f8a0471-acbe-45aa-81c6-c91ab559ab32 · inbound

IoT-Brain: Grounding LLMs for Semantic-Spatial Sensor Scheduling cites this paper.

IoT-Brain: Grounding LLMs for Semantic-Spatial Sensor Scheduling SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:05:56.692806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6df9461a-6d67-4111-a369-5d55cc679c06 · inbound

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning cites this paper.

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions

Reference 131

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:08:58.452201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.