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Paper Citation Record · LEDGER

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction

As of 18 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2507.04748.

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

pith.paper-citation-record.v1
2507.04748 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:44:01.871291Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

58 of 58 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c7a2a38-6061-4846-8cdc-d1c198e220dc · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:08.828323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:55.733008Z digest=sha256:21c979270ff35a61947a8e680846b7fcc49ad8a8214d583517d45b47c4e25c45

Observation b7408eed-c16a-4ecc-aced-4ca52ea28aee · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:08.634341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:55.772190Z digest=sha256:e3d167c2b9b664a1733782625be1716c11d2574206a873b4c9626adf06bc00c5

Observation 69d7665d-b356-4976-929a-ac14545d9fe8 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:08.440752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:55.872427Z digest=sha256:2714b342e02a34c6a34e49f35cbc5488eab2e96d1545e0fd7d61c98123108130

Observation ae9319e7-1fd2-401c-a3f7-fbef0cf7ee93 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 4

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:55.956055Z digest=sha256:5b8f1817c4ee1db99ae9fe744753fdafeebd698bbd1011b4f1332cc6472c381f

Observation 6238b6a7-6f20-448b-a9bf-ff20aa46578a · outbound

This paper cites Text2SQL is Not Enough: Unifying AI and Databases with TAG.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Text2SQL is Not Enough: Unifying AI and Databases with TAG

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.025942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.025942Z digest=sha256:550c21a88c48108cf2bb66a8b1a626986caec47a3a686c49c3ccd92d7d3147ca

Observation a76b10b2-12e3-456b-9b59-3698866d0811 · outbound

This paper cites Unleashing the potential of prompt engineering for large language models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unleashing the potential of prompt engineering for large language models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.084903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.084903Z digest=sha256:afcfe93219367a62f2d18e13735e27d7dd33c45453864e9c65c175867a3a6375

Observation 3c3c8c43-0d18-4049-ae61-dd5a38a24c1f · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.157982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.157982Z digest=sha256:d11119126cc95dea3f55ef1d27784c796f9f76796c551577999b82aedc891865

Observation c8929f81-bb6c-460a-8374-ad04bd242f28 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 8

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T19:44:03.522725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:56.250730Z digest=sha256:42258662722b281a313bd17ba6f308af6952b00d30f08896e3a107d91454625b

Observation a86f696f-d05c-4191-8304-c5b39b6b7a7a · outbound

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

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.316116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.316116Z digest=sha256:ba7a814fac2d5666b818500b3068dcb82a6d5caef66eee35b0b14f49f2224a5b

Observation 53994312-7513-41a7-a3d2-788d72233bbb · outbound

This paper cites A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.392972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.392972Z digest=sha256:e1a2e2ac98a38352f577d31926313afc815466fd511773b091e46c20ba2ec127

Observation bcb57d56-b0ef-4063-8890-5d511e071f90 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:08.040251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:56.453370Z digest=sha256:7e5b5a02ec0daa38816b499644c80d43621bdc8aeb8373986673de201819f635

Observation c185c72f-f995-44d2-a542-f8aa42e36407 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.519907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.519907Z digest=sha256:6a0b5c6d56bcfe81319530971841ede559a697298e13bb81acf17ff398fdb455

Observation 420e5467-31c0-4219-982b-9f22eb15c2ff · outbound

This paper cites The Llama 3 Herd of Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.595294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.595294Z digest=sha256:985021f14eba5eeeda0d386eda5bcf4b3b97caf86eb7126332c4c9a8583377bd

Observation 8929d8fb-054a-4104-894b-edf20273969f · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:07.874694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:56.645780Z digest=sha256:3e263851f6d2a05d713dc71aa20fb0d3460d781c53e6c745889287d7fc72d375

Observation 886e72e0-6e73-4f0c-88ad-3057dd7f7ccc · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 15

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unresolved
no resolver link, observed 2026-08-06T19:43:56.709862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.709862Z digest=sha256:a0034118915df70fe93685d27904c586797033f0a0493ef7a4321b3cf61f64fb

Observation 62ac2805-5c35-4115-9eaf-4d7a21fcbdb5 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:07.701009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:56.774531Z digest=sha256:6b624dc616737cd94e810ff7ff7f077489e64218838235f7690401068c628811

Observation d82600a2-c07a-4a7d-a399-aad930eedd44 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 17

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unresolved
no resolver link, observed 2026-08-06T19:43:56.926050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.926050Z digest=sha256:b8518229d9b5e8429580a370be069c9e5522a5467987309459dcddab17460217

Observation 121d9c44-8710-4eb8-822e-6ce09fb8f235 · outbound

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

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction LoRA: Low-Rank Adaptation of Large Language Models

Reference 18

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unresolved
no resolver link, observed 2026-08-06T19:43:56.988705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.988705Z digest=sha256:818e89bdfcd2edb9f880b150344c09d642e1afa1bd9a1345e850294d6f9cc807

Observation e123ecdb-d383-419c-ac17-04678ce9e114 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:07.526418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:57.063614Z digest=sha256:bd256254878cf9a5936213e8710893b2d81c1456aa7a700d770febc8db3c62db

Observation 27f1d89e-e28c-4da5-92f2-6f8fb8cd7e62 · outbound

This paper cites Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:57.117300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:57.117300Z digest=sha256:2bf402ef477dac63fdfe490851cd993f6836c8d36e4b6d8e081751bbbb3c5b01

Observation 677a2d0f-020a-478a-87dd-6e5169c7e08f · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:57.175092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:57.175092Z digest=sha256:3458527d582c7edd06428c3b4eaceb7675f448bc8636a8e86bf55cda4a2a38f1

Observation e84772dc-775e-4136-8884-d7654d1e7b9b · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:57.313445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:57.313445Z digest=sha256:ea0d798c537e220f34bcf707db0983401a1d03b73bd99536b0976bfaeded35dc

Observation 89e9b43f-d6b8-4f9f-8bb1-08cf49262a2b · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 23

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no resolver link, observed 2026-08-06T19:43:57.465527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:57.465527Z digest=sha256:7407646734d4221eeca535cefafa6700502b2f9197deb3b39c87a4f2aa3e29f3

Observation d23b7f7c-2374-4695-9cca-dbf7b94e19cf · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:07.334536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:57.631341Z digest=sha256:1d05ff9ac45dd963c3b12dbb38724e73baab975753a949c898d0718916742c47

Observation 52851bcf-d165-431f-9251-b153239b51a4 · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 25

Resolution
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no resolver link, observed 2026-08-06T19:43:57.768484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:57.768484Z digest=sha256:ae1eaf5143424e1ba0bed741c26089297953ccc5302bb08df15725d84845a295

Observation e43c9a36-b16c-4dca-b2e5-1bef01c365a3 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 26

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unresolved
raw_fallback, observed 2026-08-06T19:44:07.142586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:57.904959Z digest=sha256:c9009d3103c5d044dac6dbff1dda78078e197756540818a4c864cb3d66df95e4

Observation 00860bb6-547f-4b46-bcb8-d8b814597435 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 27

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T19:44:02.929089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:58.008279Z digest=sha256:e87589f23499c2122930262de3273f4f25b4cbff0ea65add090a43bd867b4d50

Observation 716eb961-9bcf-48e3-8049-2dbe0bfc9589 · outbound

This paper cites BeHonest: Benchmarking Honesty in Large Language Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction BeHonest: Benchmarking Honesty in Large Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:58.189681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:58.189681Z digest=sha256:3b4400bec162d61a8d351c5159f771cb3c5fa1fea6041bdf1c1177045dea23a4

Observation 1babda14-9fea-4e97-ad67-054107d7df29 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 29

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:44:02.498832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation fe10b78f-5862-41c0-91ea-8f7cf267208b · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.953433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:58.430276Z digest=sha256:fefa4dac6013d7812583cb2a41bf69d5b1c2136b3d2847efbb1bfa18d81c6386

Observation 5229dfdd-b219-4c70-9280-87d82222b87a · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.812363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:58.519475Z digest=sha256:1111ccdf3ba33ade9b2995f857ff3a2430974666013a01298716e9717afe0462

Observation 3a0a6572-504b-4f63-bdc5-782cdb168358 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.677555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:58.627071Z digest=sha256:1cd2ebca39f11bb0449ae4dab1c4a150342fc2a9b813c61a68e2c53ede204ebf

Observation 105fbc36-cf17-411a-9681-7a19d5daec37 · outbound

This paper cites Zhang, Kashif Rasul, Anderson Schneider, Lintao Ma, Yuriy Nevmyvaka, and Dongjin Song.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Zhang, Kashif Rasul, Anderson Schneider, Lintao Ma, Yuriy Nevmyvaka, and Dongjin Song

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:58.735493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:58.735493Z digest=sha256:350649e91df7124e8d744b251f09a3a882e9e9a0200f3cc856ffd89f94339543

Observation 45bb6010-8709-43d4-bb38-dd53792117ea · outbound

This paper cites Training language models to follow instructions with human feedback.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Training language models to follow instructions with human feedback

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:58.833494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:58.833494Z digest=sha256:fba624ea80136f40708b964383caece67c8a71d1cf1c506689545adfd432ea9b

Observation 5307f098-d469-4762-a3d1-24a877841b75 · outbound

This paper cites DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction

Reference 35

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unresolved
no resolver link, observed 2026-08-06T19:43:58.965386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:58.965386Z digest=sha256:cc5a0560fa11117030db01c909666298f378ff07de2325e0dad52c7c7c069677

Observation 7362ab50-75e0-46c0-886d-886b2235461e · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.500461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:59.053390Z digest=sha256:2f6b7309f5eba8ac4230c7f219033730397f9c889b6df33d4216f77de6cfdb3e

Observation 76951068-13ab-4a0e-ab73-ddd9aa436adb · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:59.133288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:59.133288Z digest=sha256:a96eb5548cf2ddbf6808803058bbb5cc27e27ffa03a6ddafc8bc61f58ee82de9

Observation 32e6ba02-ca9b-4bbb-b8ad-22fc04529d01 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:59.318249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:59.318249Z digest=sha256:f74f29af1e70ae0a730bc1dcd294051f655e5d5f75f5d31e7dddaa5912ff35d9

Observation d2c24e59-e2cc-4b5a-8add-db96a33fe55a · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.349684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:59.502419Z digest=sha256:77ad8c48a0026e7ba6dbfc63ac86cc5e70b5fad2c753b783e42ee68b3a7cfefb

Observation 8b0da80d-ad28-4b9c-b747-9b556143e457 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.205788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:59.588823Z digest=sha256:9054ddb937f4220a0a4a79dd14577661659a9684844036ba7bd0840d84965cb0

Observation a99df993-f441-4f7e-8772-23366aae42cd · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:06.066066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:59.665237Z digest=sha256:e1842f6f222877e3e7e4db4e650c1432a7ff7d94d33ee62bea1bd9d5ff748112

Observation e2a8edb9-cc1e-4bf2-8b9f-db0da7ae87d2 · outbound

This paper cites DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:59.805791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:59.805791Z digest=sha256:bad89bec486b420d6e48e9b16cb2f5d67c94eb0d29b8a23b07be91c292db7ba8

Observation 337bfb49-2d0c-4db7-bf2a-d55dd8124252 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:05.848378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:43:59.929951Z digest=sha256:79a187db41789d78cf99dadfc0bdbc38903023c34c674d02aaa45194bd28e4bd

Observation 69430d1d-e959-4b64-8b9d-277b6a21304b · outbound

This paper cites Timescale.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Timescale

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:44:05.463491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:00.007309Z digest=sha256:cd148fc5d4c884d6e9f338fa162b1a0711a76046ba5e5b70e2663b3ba5b49366

Observation c91f928b-e8f9-4912-954b-15d625e5a2a0 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:00.105641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:00.105641Z digest=sha256:cd6cc8e479be8215aba2d48555a46ba8b74fb3bd1348c33590a94371b4f639b3

Observation b4a5fcdb-f209-4f8c-867e-fdabd4225c94 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:00.280611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:00.280611Z digest=sha256:3751d2e3af518f9c0a3befc63d133376ee5d6f3cf8debae36573a28c5f434bde

Observation 9ab5ba0a-d561-49e7-b8c8-cd66267f03cc · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:05.164797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:00.407582Z digest=sha256:d12f7ed08a1e7850c848468e646f4b839a31d331de17b89069fc6063c5670676

Observation 8605dfe8-b42f-485b-a726-cf4c20cc38ec · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:04.883222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:00.574146Z digest=sha256:620f54117bbd9defc6ce674e857d06743645249a588079497082a4d5ee8f614b

Observation 62258d55-6b3d-4113-b77a-04f000f20ce9 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:04.675780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:00.718968Z digest=sha256:3a8be2d8490a3e3a8aa124206bed06d5c4b01d7b3e35660f3b6d4b3370c782a0

Observation e7c0a957-345f-45d4-b3c1-aee4df1b921e · outbound

This paper cites Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:00.886211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:00.886211Z digest=sha256:7417f46d101f406ffb6f7ff6aef0dd57caeca8073383fff598fbc573ff7b4adf

Observation e0b6ec8f-2065-4829-b776-87ef2bbee75a · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:04.448018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:01.027814Z digest=sha256:6dd679bf46a9f77024e03fe27767d02df1913867a7a6af3ad389c6635d80e3f3

Observation df1faab5-597d-44d2-8e98-16e2d3ec3c89 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:03.948503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:01.397962Z digest=sha256:a3d28e590fcd7ede6237fd905be0fd9aca516f1e00bc5217beb6c63fd3dbaf84

Observation be190aa8-dad0-4921-acbc-d1c18f445b89 · outbound

This paper cites an unresolved cited work.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:44:03.840322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:01.567620Z digest=sha256:e384bd83b985796007d63e7c622b4c75542144ab0346e8d33e174f98679880cb

Observation a7335188-a224-4af3-aef8-ca8f81751dd4 · outbound

This paper cites Sector Rotation by Factor Model and Fundamental Analysis.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Sector Rotation by Factor Model and Fundamental Analysis

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:01.684657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:01.684657Z digest=sha256:44ad621e3ef4e953b225271248630d26787e7de3abc3216a4178e786de583ac4

Observation 0fe490b2-8e44-4115-b79f-9b3dbe03c1fa · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:01.784652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:01.784652Z digest=sha256:03de61b7f599f3d555dfe5d295870feaa78c916065f9c467a167da016c316c0e

Observation 28a1f14c-8fec-43d9-b2e9-a0bbb54e5ba9 · outbound

This paper cites Large Language Model Enhanced Text-to-SQL Generation: A Survey.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction Large Language Model Enhanced Text-to-SQL Generation: A Survey

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T19:44:01.871291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:44:01.871291Z digest=sha256:3220d4f74144a230f23f1502caec5a0c834b911260edec4c36305e9ac9cb9201

Observation 32c11cc9-b45f-4a55-beeb-0ef9b7a45b86 · outbound

This paper cites In Proceedings of the 29th ACM International Conference on Multimedia.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction In Proceedings of the 29th ACM International Conference on Multimedia

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:44:04.206152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:44:01.235754Z digest=sha256:e1805edb50326306e97370800d9427d2ec8b36c16a8cec941e248a2382741612

Observation 27193f65-a02d-484e-b6f4-ace304301b62 · outbound

This paper cites G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering.

LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T19:43:56.857118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:43:56.857118Z digest=sha256:66d0aa2b95ab95d630497b869e62bb308e467c183b94275153aa468555b9bf6a

Pith citing papers

No inbound Pith citation observations are available.