Pith. sign in

Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:55.733008Z digest=sha256:4b3a696ac53aa61fcc0fbe807397f199b738b1ba99e8a930347956b70ab2a710

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:55.772190Z digest=sha256:a7b300e0ffa2a84171a217a9543f84c6c0dd20e040897985620743d7ae5d1f37

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:55.872427Z digest=sha256:6756097f8810d5955deb413cef3f9e9957eade6a5f9a3be80eb3424dd6d962a8

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
raw_fallback, observed 2026-08-06T19:44:08.254798Z

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.

source=pdf_text observed=2026-08-06T19:43:55.956055Z digest=sha256:9bf7df507778d24aaee952b56db5ab9440a900b8754d9dec7af5145e1180b047

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:b3bf18868e845e493b3863168f6727d59c0a3d9cc41a01104b2b6d42d1a1e222

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=sha256:7fb5ff6a65993c57b4d1ab4392426a2707b71987558692769b4f6eff195a4be4

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=sha256:897a34811df1395a5c9ae126cfb04ccfa711872344c7eb8ec639b27110f9da2a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:56.250730Z digest=sha256:66980d5c9622bff51694faa255ea723c0ab6f328667240096a62f50c6f52c540

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:ebe5487a6d731faec8b538fd737612b519a5de90464b5602ed2d1d81b78742a1

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:bf5e629446ee32d684eb97a35aa6e3459c9f387b552e1829c2764cc4eeaf08f4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:56.453370Z digest=sha256:7d7ef6c9660e2d58fe8363c94f8f50fe8bac68f1906a4d6a17e2f7f331076a80

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=sha256:4c2ae7861218e322735fa074867dbb7335c77d1e4594d97b76a986c4478df8e5

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:f8860a125677a03dd0af79a547e8f07ec74f2c662fd8adf479cf26f60d55f553

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:56.645780Z digest=sha256:ca3caa1bfed021d41306290dc2baadd08c16dc42545a95a05e646025aeb5d4ef

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

Resolution
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:aec0ddbe726b25ad2111723dcca3e4a049bec5337a765a59136511ac6bff291c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:56.774531Z digest=sha256:52bce4b41d28a8721ce6b24b8099fb1483964352c93bc51f131cca48321192f7

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

Resolution
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:d4d36cf489831dffda2f245025d7b9c51f3f494ee5e7aa5b44c45e11efae4575

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

Resolution
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:c49fa5d79701b83279b53c154f694c65af61b288e333998f9fcbd5b85f8f5ad6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:57.063614Z digest=sha256:3e309bbfeec47bdd34371e36738bb31a43daa62e96a01632497c97d10921df5a

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=sha256:7255670b69d871a8d5f7b4f3db20f1a6c01ac8a97dd252730db36ff5dcc01dfd

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=sha256:172ffa2d61c9fcd08d9357e5f677bc9a98148057cc823c29a7fb158ffa6d9718

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:bd9ce315f83494775b73d917d1ac0756a654c4da46df49199c9db73f6d5e205b

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

Resolution
unresolved
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:e946e0d3eadecd1d22bfcb3c2cae9169d15454134666fde2506f96eeeee86695

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:57.631341Z digest=sha256:4340def3ea1c04b7afcc30d4943939733e98d78d52fe7cd36964e0b56c0951d0

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
unresolved
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=sha256:79b3e24c3115e5f19b39109919acae7124f80f37a5ab26196d123e577683bda3

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:57.904959Z digest=sha256:48fba0488f6d9e9681110efc0d271bf46cee780c567b954b6cbe8c764eef09ce

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:58.008279Z digest=sha256:8164309c44f1c33bad2c27200f66fdeae5677d38f0e83d04511a5b90bc149312

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=sha256:1f095a0d7084b0a36a59f77dfe0dca32eb9a5923ff059a36e862658c15af92ec

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:58.297532Z digest=sha256:3cb88c867d85f6ab5fb54598b5f3a7acdc770b66ec03ac176270068e572277b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:58.430276Z digest=sha256:3c73a5fe3dba343948d5b5139d681d4ec590b43216851956b787d96f2c38de37

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:58.519475Z digest=sha256:35a56244951a78d6b77883431a683aba7d5b88a85cb9143449686dc2cd22b58c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:58.627071Z digest=sha256:46fabb1c4076ae64268e67853abb24aa0467c25b1c19c39654dabc2f117785ba

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:fc0840df094709aa00a009e6d37a7586b1e1b16d24f961c13036a9df7960a6d4

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:d97e313acaaa5719cda45726d5ecf634e5fa88d1403a946c09c39341410def3a

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

Resolution
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=sha256:5dca218ff4cd8f3e92fd025badf9879fb487c6dc8e37b910f62bd6b732de9256

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:59.053390Z digest=sha256:93975d5c314f859fdf87bff6b622ea5222b454c7aa9f6ad97bcd9588a0432db7

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=sha256:6d0729bcea83c91cbc7c650682370387018c74d3a72308e3fa83802c3a0743f7

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=sha256:086326dfe5ae023aca44be6d007949ca6eade9539e908117382cf74dccae36ba

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:59.502419Z digest=sha256:d393d7f88956aafb0603c41156c9caf6ffdd83fefabe2214e0484e5d37df31f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:59.588823Z digest=sha256:297997d57202c8d57d1ee75fa7928087afc587cc66788eca4e34101af6de9cb1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:59.665237Z digest=sha256:0eac12797c2e700484eeda29953a8e195b8b84d7a40f65ba1d2bc35d40b351fc

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:b80c6093c98b0b9e585d510e02d9a6d7e549255c6d76a1696c5c861288976573

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:43:59.929951Z digest=sha256:3c1bc55f4bfc0468f552b9d1aca5d742e8dc64d462c22482d1c4fb8908e285a7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:00.007309Z digest=sha256:a592dc132734b69a4fa37c088090017d736daf2a9ae3b2c7f48cc57dea36c1ef

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:d8d446e2c473426b256445a5c60213700f92c32b4cea66bcfb0e23946dacf2be

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=sha256:3b00159b79c7a4634d4c48bd6732b5cf050e692c2dfeae95b580a9cf25ad6ca3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:00.407582Z digest=sha256:651cf36f85ded4a7c611e9967ffbc81112286a4c9710e55fbbfdba364a4e15ff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:00.574146Z digest=sha256:19f592dcd8d59875ace6776026fa11588ee8ee482b843420daafcaa294d2a7bb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:00.718968Z digest=sha256:80d8159adbd53e2d36c9ef348e3002377b22d08bc970a5278ed686a5cc11ae7c

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:d5b01ba0a41824e044df6cb0fd625f48a110a101e1c7b45de6fce287a4038fee

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:01.027814Z digest=sha256:4ee890dab1df3470e13cc2b7f864a6350c9b4a9fcf29fbbcedcf6014b2ca3828

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:01.397962Z digest=sha256:9d9f41815a72b9c49e2f7f0a9379deab69b2d457456dca7439b17d32756aaff0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:01.567620Z digest=sha256:8a146d2337fbf1f97f48271acd296ee457c636e501ef5b94121c841a9a27e29b

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:a8fadcacdbfac3d11397298921b8cb1939e6e61bd2b246faad65eeb1d8f1e62d

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=sha256:210dcd53c93a2c29c630152f0996db6ef1628ffd54acbbf111fd4a52623ad1a9

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=sha256:00b64733ebbbfeca3c171b44af331a931ecb0b674f9c48cfbde56207c14b657f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:44:01.235754Z digest=sha256:18e9e6e3862fd339694f1ca71e12a03497be9b82bbf30326205b8b3965448373

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=sha256:1eba512814fa85e8f4ce541bfb362d0e974b018d1ced69da7fa4267793bfc2fb

Pith citing papers

No inbound Pith citation observations are available.