Paper Citation Record · LEDGER

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries

As of 21 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2412.16412.

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

pith.paper-citation-record.v1
2412.16412 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:38:55.288077Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

39 of 39 outbound references displayed

verified exact4
verified fuzzy13
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a4a50a82-9770-45de-b37a-858119b853cb · outbound

This paper cites ”FHW A InfoTechnology Platform: Supporting Decision-Making for Infrastructure Management”.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries ”FHW A InfoTechnology Platform: Supporting Decision-Making for Infrastructure Management”

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.766273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c8c97325-c6d6-42b5-ad72-da7711bd9e9e · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:38:56.748882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e1357253-e2ae-4a90-b2f9-d8114f551735 · outbound

This paper cites FHW A InfoTechnology,.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries FHW A InfoTechnology,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.732283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ead871c1-923b-415a-8469-d5dc625aa7cd · outbound

This paper cites Bridge FHW A InfoTechnology,.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Bridge FHW A InfoTechnology,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.715679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7c5589e-6858-4e65-9d26-d8b141ccdcd7 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-11T10:38:55.111392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a63f826-209d-4703-9d56-886a623cca59 · outbound

This paper cites LM Studio - Experiment with Local LLMs.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries LM Studio - Experiment with Local LLMs

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.697415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dfeaaff2-fcca-4f7e-9203-ad16d55b20f5 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.122058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb8b49b0-12b9-478b-afed-29f52a49e45f · outbound

This paper cites GitHub - alfredodeza/learn-retrieval-augmented- generation: Examples and demos on how to use Retrieval Augmented Generation with Large Language Models.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries GitHub - alfredodeza/learn-retrieval-augmented- generation: Examples and demos on how to use Retrieval Augmented Generation with Large Language Models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.680207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 69905ef9-61ac-45e1-b54f-8e10425259f1 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:38:56.661678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fdb63426-47ab-4701-9b33-b5981d9f2aaa · outbound

This paper cites S., Fonseca-Delgado, R., Reyes-Chac ´on, I., Vizcaino- Imacana, P., & Morocho-Cayamcela, M.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries S., Fonseca-Delgado, R., Reyes-Chac ´on, I., Vizcaino- Imacana, P., & Morocho-Cayamcela, M

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.640585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d801a7bb-90a8-48fe-8ae7-59d8dcbd93f2 · outbound

This paper cites (2023, May).

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries (2023, May)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.623340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation afb9c8c5-f5eb-4d84-b1d5-85777c613b57 · outbound

This paper cites SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.148090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f14d75d9-0680-41e2-8479-c8a4c3347f84 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:38:56.604960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f23582a6-5b9f-48c7-9384-f18794936c10 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:38:56.587340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ea135cb-095b-4a91-b825-6bcf7fdfc2e6 · outbound

This paper cites Jack” McGowan,.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Jack” McGowan,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.569064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 60e20513-9f4b-4a21-932d-ef68abf387f3 · outbound

This paper cites Meet Sidekick, Skanska’s new AI chatbot,.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Meet Sidekick, Skanska’s new AI chatbot,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.550280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e2e31165-3988-4189-80b2-c2b09adb3a83 · outbound

This paper cites MS MARCO: A Human Generated MAchine Reading COmprehension Dataset.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries MS MARCO: A Human Generated MAchine Reading COmprehension Dataset

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.175434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31889c6b-6d65-4c5d-9633-56c484b9019a · outbound

This paper cites L., & Parikh, D.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries L., & Parikh, D

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.528903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ffa687d9-410c-4b32-b5b1-534eef1edf22 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-11T10:38:56.268161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e92a7602-3e19-4884-8f3b-0427ec79d53f · outbound

This paper cites Diagramming Powered by Intelligence.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Diagramming Powered by Intelligence

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.511216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 93dff397-2c5c-4451-9b7e-58f4e65a6d30 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 21

Resolution: verified exact; raw_fallback, observed 2026-08-11T10:38:56.179619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9b2b78c2-3247-44d2-9a88-ee88d51ec899 · outbound

This paper cites (2020, May).

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries (2020, May)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.200426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f454182-e72c-4172-b7d9-e9c31389426b · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 23

Resolution: verified exact; raw_fallback, observed 2026-08-11T10:38:56.016413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a422b983-7965-4023-ac9c-525748edfe75 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.210875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fb2737c-5bbc-4af8-bfd0-3ee7bd98e2e1 · outbound

This paper cites ICIS 2024 Proceedings.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries ICIS 2024 Proceedings

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.494543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e506ff8a-2d8b-4afa-8ec3-489a0fdb6eb6 · outbound

This paper cites Mistral 7B.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Mistral 7B

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.221053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5dd312-8555-48d7-966d-6928418d50da · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.226532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45d29e6e-2b43-48e4-864f-b93710d01817 · outbound

This paper cites Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.231667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c0a693-6369-421f-a790-3a005866fbf4 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:38:56.478831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 73c04257-3ad2-4230-9182-6b459c74b798 · outbound

This paper cites (2024, May).

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries (2024, May)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.241784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7927014-ba35-4bb5-b912-0294716a07c7 · outbound

This paper cites (2024, September).

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries (2024, September)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.246692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e75e9375-eedb-4d46-9d84-41f19ee2b518 · outbound

This paper cites Bhattacharjee, A.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Bhattacharjee, A

Reference 32

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T10:38:55.599605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 451d3e01-72e5-44b5-ab23-0c4399fb367b · outbound

This paper cites Evaluating Pretrained Transformer Models for Entity Linking in Task-Oriented Dialog.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Evaluating Pretrained Transformer Models for Entity Linking in Task-Oriented Dialog

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.257118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dee0716-ceed-49f3-a219-12e87dccc771 · outbound

This paper cites Is Temperature the Creativity Parameter of Large Language Models?.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Is Temperature the Creativity Parameter of Large Language Models?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.262015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f5b15b4-be94-414c-b8bf-4d882e57722d · outbound

This paper cites How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.266681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f2b296-88a7-4e30-8225-646ac1c46222 · outbound

This paper cites Training and inference of large language models using 8-bit floating point.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Training and inference of large language models using 8-bit floating point

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.272454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab10c85-1d15-4674-b75c-2c4f76ccd590 · outbound

This paper cites (2024, July).

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries (2024, July)

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:38:56.461891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 70c80fc9-d2d6-4e94-9336-cb1f482406d4 · outbound

This paper cites an unresolved cited work.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-11T10:38:55.328533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b47dc78-cadc-4735-bd54-75963f9f99dd · outbound

This paper cites The Falcon Series of Open Language Models.

InfoTech Assistant: A Multimodal Conversational Agent for InfoTechnology Web Portal Queries The Falcon Series of Open Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T10:38:55.288077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.