Paper Citation Record · LEDGER

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices

As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2505.19628.

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

pith.paper-citation-record.v1
2505.19628 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:13:46.416331Z

measured 46 of 46 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:49:00.343580Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T08:06:01.192545Z

Reference resolution

45 of 45 outbound references displayed

verified exact4
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca779509-a425-44b4-9fa3-f4ef2c4c499d · outbound

This paper cites online" 'onlinestring :=.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.286394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb005e0f-90ed-4f99-afd6-8167ec8e821e · outbound

This paper cites write newline.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.332298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f38b1d5c-48af-4d74-89f6-b42bfb1c031f · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.401630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc9f33c-a524-4b3f-a735-159590340752 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.447722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffdc149e-af48-4b85-845e-2283c2222422 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T14:13:47.038230Z

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.

Observation e24cc3aa-82ed-49a7-85cc-add338d9f79f · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.596796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0ab7e4e-ab18-43e9-917e-aac7f15078b0 · outbound

This paper cites Large Language Models are Zero-Shot Recognizers for Activities of Daily Living.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Large Language Models are Zero-Shot Recognizers for Activities of Daily Living

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.689317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5983e5f-bc04-459b-ad06-7655a5931430 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.827804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d08fffd-95fd-4b38-9247-f9eb368a9c73 · outbound

This paper cites DeepSeek-V3 Technical Report.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices DeepSeek-V3 Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:43.943987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982d5f22-036a-4502-904c-699d83bda242 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.021942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eaf745e-3a1c-442d-bfcc-08fc2a7afbef · outbound

This paper cites The Llama 3 Herd of Models.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.078034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca693e1d-bc1f-4e52-896e-3e0424899991 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.123347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c42b9d1a-6942-44fc-bf21-2974ec21e6b4 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.188978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd8da448-0293-4630-acc9-fa3f5e5a9085 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.249236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7c4829-9483-439d-856f-24481277b628 · outbound

This paper cites Mistral 7B.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Mistral 7B

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.301981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8600576-ea32-438d-8979-7924446d81fa · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:13:48.152087Z

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.

Observation 96a779d5-3ddc-4015-a79f-ce5ddfe19c45 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.432119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c760aaa-4be0-40a2-b93b-de322bf81128 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.488889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd151f6a-6fed-468b-b982-f13c2fee6987 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.566701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b39ce1c-0e88-4199-91e8-edb78905e3b7 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-07T14:13:46.865885Z

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.

Observation f3156878-3b6e-4ab3-a2f1-53f3ad017a88 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.668875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b457e4d-8d6c-4b18-8eed-acca80c3ce9b · outbound

This paper cites like having a really bad pa.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices like having a really bad pa

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.726154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4812c028-8191-471b-8303-c72322123e79 · outbound

This paper cites Competitive Programming with Large Reasoning Models.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Competitive Programming with Large Reasoning Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.797973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 020fa3ac-ea1b-4458-8cf9-3fdc45eb4b16 · outbound

This paper cites Praveen Kumaar, U.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Praveen Kumaar, U

Reference 24

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:13:47.681768Z

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.

Observation bb102c00-d36d-448e-97b6-969123654b5b · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 25

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:13:47.506614Z

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.

Observation 10d20b22-55eb-4ffe-a916-b8de84db9a19 · outbound

This paper cites Bridging the gap between natural user expression with complex automation programming in smart homes.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Bridging the gap between natural user expression with complex automation programming in smart homes

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:44.981357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022d383b-d040-4c3d-817c-0ac2effee50d · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.077406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c7f68ac-9775-4b51-932e-0896e9f657e7 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.123799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d691a22-4fe4-429e-b811-560c424c361e · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Gemma 2: Improving Open Language Models at a Practical Size

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.175232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edbbc504-43f3-4f0a-9833-bccf119e22b4 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.226150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fa3711e-49f6-4feb-9648-7f5c95afec56 · outbound

This paper cites Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.327655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d38553f-317a-4060-863c-76aa7ef00005 · outbound

This paper cites Pan, and Kam-Fai Wong.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Pan, and Kam-Fai Wong

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.391587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2781f30f-e5be-4091-91ba-81146de4b90c · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.442931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a817a1-34b2-46a4-a609-761c5e7dcc88 · outbound

This paper cites A Survey on Data Synthesis and Augmentation for Large Language Models.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices A Survey on Data Synthesis and Augmentation for Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.557406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ee4f3d0-7f11-4bdc-a415-12a24f8a0a64 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.638122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e718eefb-c8c9-4cf3-a15d-01ae47e3c267 · outbound

This paper cites Qwen2.5 Technical Report.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Qwen2.5 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.785723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40919995-ee9e-4db0-9295-cb9ef0b33866 · outbound

This paper cites Harmony: A Human-Aware, Responsive, Modular Assistant with a Locally Deployed Large Language Model.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Harmony: A Human-Aware, Responsive, Modular Assistant with a Locally Deployed Large Language Model

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:45.895559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3149cf74-4e69-4a1e-a3f2-abcf0dbb7063 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 38

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:13:47.251718Z

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.

Observation 40616f42-4bfc-44ed-a98d-525a23f31ef1 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 39

Resolution: verified exact; doi, observed 2026-08-07T14:13:46.704433Z

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.

Observation 6dd3210c-fb31-493d-ba84-9c27ec37629e · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:13:48.046690Z

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.

Observation dffd87c4-d69a-420e-8ed5-2f396c91873f · outbound

This paper cites SafeEmbodAI: a Safety Framework for Mobile Robots in Embodied AI Systems.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices SafeEmbodAI: a Safety Framework for Mobile Robots in Embodied AI Systems

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:46.175242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48aa503a-b397-4579-b8fd-138712327a65 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:46.240725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2198b13f-03df-486c-a0f4-322e42bc8651 · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:46.299358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fd12fc8-5012-47ab-9751-8a7f72cb6add · outbound

This paper cites an unresolved cited work.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices Unresolved cited work

Reference 44

Resolution: verified exact; doi, observed 2026-08-07T14:13:46.563819Z

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.

Observation e447815a-8dc2-4951-bb7f-5fb5c1d6b12a · outbound

This paper cites EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents.

HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:46.416331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 67e97ba2-b040-449f-9305-0db01b761fa7 · inbound

Trust Your Memory: Verifiable Control of Smart Homes through Reinforcement Learning with Multi-dimensional Rewards cites this paper.

Trust Your Memory: Verifiable Control of Smart Homes through Reinforcement Learning with Multi-dimensional Rewards HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:06:01.194278Z

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.