Paper Citation Record · LEDGER

Benchmarking Local Language Models for Social Robots using Edge Devices

As of 22 July 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2605.03111.

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

pith.paper-citation-record.v1
2605.03111 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:42:32.154484Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-21T06:31:05.380196+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

22 of 22 outbound references displayed

verified exact6
verified fuzzy15
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 561a2363-ab65-452a-93fa-2f5d6e939165 · outbound

This paper cites Privacy issues in Large Language Models: A survey.

Benchmarking Local Language Models for Social Robots using Edge Devices Privacy issues in Large Language Models: A survey

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.377789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation a8b875fc-ecd2-4c4e-bd55-cebd98b06cde · outbound

This paper cites Locally- deployed open-source llms for code generation: Promises and chal- lenges.

Benchmarking Local Language Models for Social Robots using Edge Devices Locally- deployed open-source llms for code generation: Promises and chal- lenges

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.374175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 91d956cc-8431-4dfe-8420-89b0cef55c6f · outbound

This paper cites Open-Source Robotic Study Companion with Multimodal Human–Robot Interaction to Improve the Learning Experience of University Students.

Benchmarking Local Language Models for Social Robots using Edge Devices Open-Source Robotic Study Companion with Multimodal Human–Robot Interaction to Improve the Learning Experience of University Students

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.411368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 4e46452f-bcf1-4277-8fec-1184c8539a1b · outbound

This paper cites Human-robot interaction in higher education: A literature review.

Benchmarking Local Language Models for Social Robots using Edge Devices Human-robot interaction in higher education: A literature review

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.370554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 070a8b8c-f0fb-401d-8347-2f1f3470ee87 · outbound

This paper cites University Students’ Acceptance of a Robot Study Companion.

Benchmarking Local Language Models for Social Robots using Edge Devices University Students’ Acceptance of a Robot Study Companion

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.396958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 7b74ddee-a8d4-4428-a2bb-1fbe601c137b · outbound

This paper cites Adapting a teachable robot’s dialog responses using reinforcement learning: Cross-cultural user study exploring effect on engagement.

Benchmarking Local Language Models for Social Robots using Edge Devices Adapting a teachable robot’s dialog responses using reinforcement learning: Cross-cultural user study exploring effect on engagement

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.366873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 2e7cc5c8-2f98-4ab2-b047-781c2489d2ee · outbound

This paper cites Investigating Adaptive Robot Tutoring in a Long-Term Interaction in Higher Education.

Benchmarking Local Language Models for Social Robots using Edge Devices Investigating Adaptive Robot Tutoring in a Long-Term Interaction in Higher Education

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.389304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation c1eb5686-a5c5-4333-a95b-0f4a199393a6 · outbound

This paper cites A survey on privacy risks and protection in large language models.

Benchmarking Local Language Models for Social Robots using Edge Devices A survey on privacy risks and protection in large language models

Reference 8

Resolution: verified exact; doi, observed 2026-05-09T05:25:16.425782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation ea3f4424-8e3e-4926-9a84-ce2f4ecfbecd · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Benchmarking Local Language Models for Social Robots using Edge Devices Measuring Massive Multitask Language Understanding

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-12T10:46:30.974677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation b83471f6-929f-455b-975d-93ee350babe3 · outbound

This paper cites GLUE: A multi-task benchmark and analysis platform for natural language understanding.

Benchmarking Local Language Models for Social Robots using Edge Devices GLUE: A multi-task benchmark and analysis platform for natural language understanding

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.415877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation ddd627ae-6098-4048-b102-ea81418cd923 · outbound

This paper cites EduBench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios.

Benchmarking Local Language Models for Social Robots using Edge Devices EduBench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:46:30.960220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 1ad19ff4-5f84-47df-8dd9-06f0fda4681c · outbound

This paper cites Available: https://arxiv.org/pdf/2511.07425.

Benchmarking Local Language Models for Social Robots using Edge Devices Available: https://arxiv.org/pdf/2511.07425

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:46:30.953591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 79085cf0-6c1c-402d-adce-1d85187f94e6 · outbound

This paper cites Llmpi: Optimizing llms for high-throughput on raspberry pi.

Benchmarking Local Language Models for Social Robots using Edge Devices Llmpi: Optimizing llms for high-throughput on raspberry pi

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.407734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation cbfcf70d-bf77-42de-a678-b7d1f9fa3d0c · outbound

This paper cites Litert-optimized int8 llm for raspberry pi4 deployment.

Benchmarking Local Language Models for Social Robots using Edge Devices Litert-optimized int8 llm for raspberry pi4 deployment

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.392952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation f583520f-2c60-4d89-9ad9-4d19b3d3cdbe · outbound

This paper cites Sustainable llm inference for edge ai: Evaluating quantized llms for energy efficiency, output accuracy, and inference latency.

Benchmarking Local Language Models for Social Robots using Edge Devices Sustainable llm inference for edge ai: Evaluating quantized llms for energy efficiency, output accuracy, and inference latency

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.381704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation dc30ecb8-939f-430a-ae05-32ea4c647c26 · outbound

This paper cites deepeval.

Benchmarking Local Language Models for Social Robots using Edge Devices deepeval

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.419286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation b0a3f174-daf2-447a-ac13-5bdef4527a78 · outbound

This paper cites Supplemental materials to ’benchmarking local language models for social robots using edge devices’.

Benchmarking Local Language Models for Social Robots using Edge Devices Supplemental materials to ’benchmarking local language models for social robots using edge devices’

Reference 18

Resolution: verified exact; doi, observed 2026-05-09T05:25:16.422749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 9b7c6f9c-0405-434b-a17f-816941b1d01a · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Benchmarking Local Language Models for Social Robots using Edge Devices Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:59:51.558892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 55837b3c-3a7a-414d-9644-4b161be5d09a · outbound

This paper cites Does Prompt Formatting Have Any Impact on LLM Performance?.

Benchmarking Local Language Models for Social Robots using Edge Devices Does Prompt Formatting Have Any Impact on LLM Performance?

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T10:46:30.944729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 6a0c736f-77c2-4de1-a55c-f4b7724f2c37 · outbound

This paper cites [Online].

Benchmarking Local Language Models for Social Robots using Edge Devices [Online]

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.404055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 6dc581bb-c265-4465-a3ae-1c82ecb45217 · outbound

This paper cites Computing Krippendorff’s alpha-reliability.

Benchmarking Local Language Models for Social Robots using Edge Devices Computing Krippendorff’s alpha-reliability

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.385508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 846fa106-916f-41fe-903f-75368dea249f · outbound

This paper cites Available: https://repository.upenn.edu/asc papers/43.

Benchmarking Local Language Models for Social Robots using Edge Devices Available: https://repository.upenn.edu/asc papers/43

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T11:19:00.400604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Pith citing papers

No inbound Pith citation observations are available.