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Paper Citation Record · LEDGER

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp

As of 20 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 0 inbound Pith citation observations for arXiv:2505.08894.

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

pith.paper-citation-record.v1
2505.08894 v1

Coverage vector

measured 85 of 85 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:50:16.213800Z

measured 85 of 85 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

85 of 85 outbound references displayed

  • verified exact3
  • verified fuzzy9
  • unresolved73
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b3fe5fdf-757e-451a-a95b-253aa5e2c969 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.917679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.917679Z digest=sha256:ee5a8a209f28073a8927f5c3d902f691e4838176223f17095684de35e7736df6

Observation 140ee02f-93be-431a-88a5-d3bc8b408fee · outbound

This paper cites GPT-4 Technical Report.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp GPT-4 Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.925264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.925264Z digest=sha256:6ee2ca4834a9fc3666a144cfb7842f7045d77b2ce90305847aa9d832a8d32aa9

Observation c6b87b88-2b6b-4953-9449-c5e97bb127ca · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.928694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.928694Z digest=sha256:b052675e54e6a541f6eb6b891c6564f7eea493e12c8ce1b2489245260095bcbe

Observation a10f5b58-3900-4207-8058-6ebcb3ada66c · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.932112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.932112Z digest=sha256:7dc9eb037dd7dcd47f372c631931829a3ab8ccc31570a08a8ce97ed5e07648cd

Observation bd03ad46-54c8-4d60-ba5b-f8bf00b57906 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.935518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.935518Z digest=sha256:0852b9eea7d6342a66e4cc6a6cca1dfa9c6e94cbb33423ebfd722fe92cd98a75

Observation bbd9d68e-0fe0-4aeb-a117-09f871cf3d94 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.938783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.938783Z digest=sha256:ae4c590c418d554e30dcebe3422ede1d74d286f3e94e51767708b887e3b9c946

Observation b6aa64c7-5d0a-4476-bc44-e1194e092ccd · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.941870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.941870Z digest=sha256:bf027778ef157dfe549ea68afff8c3e7d2fa89147a8792eb55dd3c0e8eb202b1

Observation 06d2c2b4-1065-4ccf-8e6f-2a5d8c8ebce5 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.945430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.945430Z digest=sha256:3ad336844a9dbb56bafc7e3ddc45d41c15eb0ce29103dfe2ca1234198f1989a0

Observation dc738e2c-7f5d-4303-987c-b608273f45e8 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.948434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.948434Z digest=sha256:d69629187c54d700fcdda57a9f1a2546f017cf91e5984fd31712974c977e355a

Observation 21d1542d-9e80-413d-abab-c275da909b73 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.951751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.951751Z digest=sha256:91828b34144169d55cd28974a8322fe45d502b6500db078e384dfb60d1a17452

Observation d04549b9-614c-4b74-ace9-49ec22a4e1e7 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.921183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.954899Z digest=sha256:baf44e5c4dd4ed756931f7d4bb255c89ef1f592c2768b6d4f2a3998664ecabff

Observation f4286258-95b9-48b1-85e2-16598fe2e0ac · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.910349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.958141Z digest=sha256:ffa250437d6c67e407362acbabfd75706ac9bfdeec48b679c7a36d62b712f5b1

Observation c4d82c0f-eced-451b-9483-a65aa1f969fc · outbound

This paper cites De Angelis, F.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp De Angelis, F

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.961174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.961174Z digest=sha256:70cb04673dd9375789603245f2338bebaf5d6315d8d7e78d0783e871717968f1

Observation 274c9dc7-d164-40c8-bec7-d3ed9352e16f · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.900017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.964562Z digest=sha256:f0a6aa9a6ab0ad9ae522d6c836eefc4063a12077eb6f82178f107c4c484fbf2a

Observation 3f72eece-b838-456b-a1d9-daab1452edab · outbound

This paper cites Human-like Summarization Evaluation with ChatGPT.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Human-like Summarization Evaluation with ChatGPT

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.967966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.967966Z digest=sha256:235340a4c2c1c91eb3d0c886722994729d6ae6ae10f3335bf482d498dbde48eb

Observation a68c620b-7998-4a2e-83f8-b3d46ff2427a · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.889585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.971769Z digest=sha256:1b093ccf67915e06885e6e9f47a1e36e36fa8baad545fc1805c8334a83c1fd69

Observation 2981690e-7320-46a0-a3be-69bb2491b9d6 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.974620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.974620Z digest=sha256:36f29663d42de1f4b5234448dbd3e5db98454fb17b389f69a51e1ce0e2726679

Observation 029246a1-b3fd-4cb0-9b54-5e6be9ed5274 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.977669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.977669Z digest=sha256:b5196b69d11d8ef058c6993d32416b2617c6ba0d08988b7afb0d2da685f83feb

Observation c73014c8-31aa-4029-8a93-3c7950237a9d · outbound

This paper cites Hedderich, Natalie N.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Hedderich, Natalie N

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.980939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.980939Z digest=sha256:e2257fa6c658256dc2c7d30b7f9ef72e6cb013e7e6ad607976485937e9b74281

Observation 742ebfa8-d16a-41cf-85ec-c4ddce2d0e70 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.872896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.984000Z digest=sha256:ee68b3439786c5a1245d8ee2dbabec2f110c2a5349b34369a85f164369165389

Observation 629e50e1-bea6-4e1d-80c8-fa60e960cc56 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.862656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.987013Z digest=sha256:9311a7149d3b6f1fce77523a7aa3a404a604ba915d24a15c8e106be73cb3408d

Observation caefe32d-187e-4243-9937-ae30f21a69fc · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.990416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.990416Z digest=sha256:ade0e92de647ea55cea2ac6ab81f549b70ef6645c6a9bfb5e134c179a8d590c7

Observation 3c0af181-8969-4c88-8ee4-920bf9300757 · outbound

This paper cites That courage to encourage.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp That courage to encourage

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.993526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.993526Z digest=sha256:f0de1c10801e6d1dbf5391dd89dbcfb5cabeeb467f00a896aa5f3ce4ba6b6166

Observation 652b5428-4153-4445-ac8f-073f0668d0b6 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:15.996645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:15.996645Z digest=sha256:fc8bcf15bd8503815080df10ff285f5be4e3f4ae7f329f5f7a64406f28f69ba3

Observation 2b8cc240-1801-4f48-83c8-dc171fafbd6e · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.846823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:15.999827Z digest=sha256:9aa138628c9a9ea30f1ad5566be63c78dd8b9bbb01b435d848f8744b07156748

Observation 21522ec0-5bcf-4d03-a6b8-1cb67f80eecb · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.837023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.002860Z digest=sha256:e7c5b3bc6ec475de1c6fee424bd5f49b5c295c10ea12715a1ff732a7d280aede

Observation f38d360d-7c9c-47de-912e-b3964b5c6dca · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.827880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.006066Z digest=sha256:0e3c40547412442dfefe68df32ffae6dfc35fa57214b5794155bd4cf399982b5

Observation 341c69f1-2346-484b-b092-3a9f566a4e0c · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.009261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.009261Z digest=sha256:936e9c62d4400a43d11724ff982bfb8068013bc27a556a1b8e07c26b6985a531

Observation f0318f14-4b07-4640-89fe-da28b85828be · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.818062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.012635Z digest=sha256:5de0dccc8f3b16fec4c0efc3e9a8178819f67e0b0eb5219b65169dada6020fc6

Observation 8243bde0-84d4-48b5-aa9d-6978b1429488 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.808705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.015728Z digest=sha256:1e808ffda2422e191f8b01f45c4ba75054a002b67609ee3ba5cbd8957da00188

Observation 24fca710-b472-4a3b-bd6d-3eeaf9b453af · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.799225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.018705Z digest=sha256:3421cd910b7b2696a2241b5f41288adee8cff8acbd2c1877c8d71e3cdf394199

Observation 1b22b4c8-6173-4a29-bcef-f80fc09256e3 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.789560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.021813Z digest=sha256:8e1b64984479044442d79d87c6e67da6ac73a5f721cdd125db72687843fe7e11

Observation 19fb986a-096a-4636-b252-6da98db8d037 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 34

Resolution
verified exact
raw_fallback, observed 2026-08-15T21:50:17.436204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.024860Z digest=sha256:699456f965efb2190564ae9048bfbaa0246ecde76bfbc4c2cd98d7fd47b03f38

Observation 05b3e36f-cd1f-4af9-89c4-895713120eb4 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.779601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.028007Z digest=sha256:e1ce8486770c416d25a5b9cd8204ff5b207845da8acf5f37226a1173ae97a854

Observation db14d3c7-e2d8-418d-8ebd-7cde69b5a4d5 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.768963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.031706Z digest=sha256:2bfbe4e166fcb571227c916c22ba3a7f275455ccff0f171021bee063e9d475f8

Observation e4d2396b-6605-4727-b8ce-4f15eed92dd3 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.759335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.034860Z digest=sha256:ee531f9e41c4abe48fa74707b572ea75ed4bbd031a851b25147e5e2b16531313

Observation 0afb0682-0485-49cb-961d-efb461726c39 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 38

Resolution
verified exact
raw_fallback, observed 2026-08-15T21:50:16.979201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.038078Z digest=sha256:8f85634d6fccfc9b61e307565281da84b4e3328e89538c614e33e739b950e9c6

Observation 3e7b32ab-dc29-400a-a407-0976db546378 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.749431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.041136Z digest=sha256:a62d20f84ec6d53366ff45362ffde2734114246b44a51455070bbf59f7ed6b79

Observation 5bc44243-4f39-4f84-b54f-a0b136334602 · outbound

This paper cites Nguyen, Anna Sidorova, and Russell Torres.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Nguyen, Anna Sidorova, and Russell Torres

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.044165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.044165Z digest=sha256:24afcf75b93f7173dac1d25084e0c7428f8b8a7a62d39d701bd92b61f16e598f

Observation b1c6b93d-09e6-4c9e-bc5b-19b4804dad40 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.047547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.047547Z digest=sha256:2ff27a181684845a846fe466365d8036b8424962824368cdffc5c2a592b323a0

Observation c5a87964-a032-412c-afc4-ea1bb4ff19a1 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.739714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.050674Z digest=sha256:1b0a9f02a738a87a8a83240177fa5e154ef0c6ee56222c638abb52bfc34d7456

Observation c8948d9e-3727-42ac-8d13-d1cbdfd4aba5 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.053765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.053765Z digest=sha256:bd23b790ee8c68e6d40b90b380ba0a6cbf72d3c0ebb995192af3b57e04f7bf9b

Observation 44a4e8d5-22a6-4199-bba2-62d68710fa38 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.056907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.056907Z digest=sha256:e3cf058bde7f1f5413714cc36c614fd5fcb31b4509447bb4db277fd9710a9950

Observation ab46b7a7-c4a8-4d28-b11a-2b1ccd01b497 · outbound

This paper cites ASHABot: An LLM-Powered Chatbot to Support the Informational Needs of Community Health Workers.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp ASHABot: An LLM-Powered Chatbot to Support the Informational Needs of Community Health Workers

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.060056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.060056Z digest=sha256:88b6dd39f548f5c659ef90a2288af7aa36ea46eaa58895c87963e49a37a203e8

Observation 1d343ea6-af2b-4379-8528-3dc8aaa7dae1 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.730141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.063276Z digest=sha256:14810c6e6421251a94ff9fa24cdf0553c1d755f07f495de5013b2c5c4578b7b2

Observation 14619b9f-10c9-436a-841f-510ef0fec329 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.066528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.066528Z digest=sha256:e4cecb7f68684bbb8ae31c9febb47eeb2455f3e202eb373b7400e3dddffd29a5

Observation 30a313ab-7a86-4517-8aab-35fbb65de698 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.069741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.069741Z digest=sha256:e444847038b532d245bc675f593d78f44109397a58b07eb3b77f8bc5e9f8280d

Observation 5050fc6d-f8fe-48e6-b31e-bce09ee4c549 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.715109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.072645Z digest=sha256:2b4f71d47625de9ffbcad51b303403ba10991e12427dcc9172927948b987ea70

Observation e29b0a33-5f3e-4315-87d0-1a0039d833b8 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.705886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.075882Z digest=sha256:06ad05895d18e813e1f27dc83e460f531075c06ec08c05fed2a279dbedbe2d20

Observation 31730129-ee14-4330-9421-c4d8d630cd14 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 52

Resolution
verified exact
doi, observed 2026-08-15T21:50:16.246462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.082365Z digest=sha256:427be482f16edf7b452b208ee244e709403f250a4c90155342c73cf8de4d0c65

Observation bdfd1628-b0cf-4d90-b4c0-66b5e0282099 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.085772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.085772Z digest=sha256:f36eee612610c77e78b101d76229accbc641e3014893992bccc3d2af0a5a5f34

Observation efcc0b7d-fb1f-44ce-9e38-0d7618d1fed0 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.690901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.089037Z digest=sha256:049a9c9aa6aa2d18dbb35ecd17c5215f5cc7a63f29c0486f02fc600bb731f9e5

Observation eee0a707-73ca-4bbb-9c5b-d40c297bb94c · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.681630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.092350Z digest=sha256:fe113c418332bbb827fd271325299ea18e2651612dee5f16dfcf3e6ea23963b3

Observation 7ccd97b5-27c8-4eb5-9fd5-ec11338735e3 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.672084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.095584Z digest=sha256:7c0c3ae35757529ed71e7eb43aa133fbddb39cd4c8601eca87c4ccaae86f7423

Observation 6786eb12-063a-455c-a50b-c49132e559bc · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.098856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.098856Z digest=sha256:b28365c2843228362c55d910e67d713caf5650b268cdae7eff117a9d29223948

Observation b6a5af3e-d1e0-4873-8f4f-0df7e8f5ce83 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.662892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.102370Z digest=sha256:9e2943c49287f9f55288ba920cd3f30572bf5518bb4c8dfe2f4009b062bf7156

Observation 89b6c938-66ab-49d2-9153-915bcb58e161 · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.105654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.105654Z digest=sha256:338cd09d17dd15b1a0e5fdd88bacef5df4da330f0e14c7f08dcba3f038da836c

Observation 2f5e5e1a-9a8f-4c57-9067-9866c76b3ad7 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.647902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.108836Z digest=sha256:dc61282fef78953540d2aac0b472c13e9659e433316725774d3b4e82b9fa2ca9

Observation 597b691c-a18d-4ced-86d4-829046e46b39 · outbound

This paper cites Understanding User Experience in Large Language Model Interactions.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Understanding User Experience in Large Language Model Interactions

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.112208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.112208Z digest=sha256:3e13c8e6ab8fc0ff1bc079cca2c88912a7c82c4198601cf3c48fecc24a4789b9

Observation 88bf6cca-5941-4602-9013-6533ec083db0 · outbound

This paper cites Chi, Quoc V.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Chi, Quoc V

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.115689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.115689Z digest=sha256:a774ef53d6256f2cc612ffa931ca629e10829227732f417d0fc4a26971604dfe

Observation fe4bf7d5-65c4-4752-87db-297b4178aed4 · outbound

This paper cites As an AI language model, I cannot.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp As an AI language model, I cannot

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.118931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.118931Z digest=sha256:cd5f6cb2093e9a5a4eb2c6a02f0468ad1625bba4ec827775e74f00fb772eea3c

Observation 32d1a456-6990-450c-98ff-f90b08bcb90c · outbound

This paper cites Should I visit the clinic.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Should I visit the clinic

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.122120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.122120Z digest=sha256:e983a4fb990c69a44693abc7cbea34ebcd25ec30c0ba8909081ec1bbf8c20afa

Observation c0df3f34-f647-430d-89e3-289ccca94854 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.126213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.126213Z digest=sha256:82bab8bd4baf5eb57bedc60a5a628492d4a879bfef56765f88cb67f0d4f66f85

Observation 9ee24194-65bb-4378-a1e0-11985ac8720f · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.129463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.129463Z digest=sha256:3f30643824975d17456a3bfa3b140473491032b1bc6602b4844a0fc723bc8084

Observation bb7e64d0-796d-4244-a55d-40fccfffb784 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.632474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.132392Z digest=sha256:5c16fd31c5dc00c6c53a1da15d4be75886eee970cbcdc85a30d11ff613753355

Observation d2123e07-4ef5-47fe-b2b2-229ad542dfdc · outbound

This paper cites User Prompt: {user-query} A.2 Prompt for generating a more detailed answer to a user’s query using a high-quality model.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp User Prompt: {user-query} A.2 Prompt for generating a more detailed answer to a user’s query using a high-quality model

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.595453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.149119Z digest=sha256:93b91b86a144f50b1f1527099fbfe598f9d1b9ac7b7835282ce3264289073de1

Observation 6b7fe96b-43a7-439a-b512-644627cb31b5 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.623464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.152428Z digest=sha256:8b6c99e1fd4ca3abd47d704a9a206eb2312fbf6d4774111202fac0ea4a5e268a

Observation e0473a15-055d-48d1-b15e-e60a28a0366b · outbound

This paper cites of the messages in the context.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp of the messages in the context

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.614166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.155709Z digest=sha256:bf431980e6fb8e301c450412b630c96cbd3d4c49c6a6cf984abb9e7a1145f518

Observation 08293fb7-92ba-494e-a244-28e9bfb8f45f · outbound

This paper cites User Prompt: {user-query} WaLLM - Insights from an LLM-Powered Chatbot deployment via WhatsApp 25 A.3 Prompt for generating follow-up questions based on a user’s query.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp User Prompt: {user-query} WaLLM - Insights from an LLM-Powered Chatbot deployment via WhatsApp 25 A.3 Prompt for generating follow-up questions based on a user’s query

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.586050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.162492Z digest=sha256:1aec3c67e594ce09c78c6be4536e27f4353906c9818ca4fee525bb31ccad85b4

Observation cbe3df00-36c3-4b31-8196-fe54be8542af · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.576523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.165761Z digest=sha256:7cd991bc7cd26007acc5a16451a58549bf8c524f19eb127602b29ccc093d0b3a

Observation d535a7b8-53fb-45fd-b87d-d76bbd73dbef · outbound

This paper cites q1": "question statement.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp q1": "question statement

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.567538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.168941Z digest=sha256:236e1e771b64a7b2247a0c952bc2abe8e42d206e35f0a0a6879da024d11bfce7

Observation 7230a5c8-7b7a-4a17-8853-1495db15bf36 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.558373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.172927Z digest=sha256:92f0b89565e0afa7307f3ee6e0ba1805821e0ce3e67ad82581f15a67a2f998b6

Observation 4f408ce0-bc87-420b-8b43-9b8b90224775 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.549062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.176019Z digest=sha256:5da41713044262d80c591539d02fb284fdcbb488da43973d83d1b5d1f93083d9

Observation 10d5e61d-d038-4643-bcd2-e95ffd9edb3d · outbound

This paper cites that is not explicitly defined within the question statement.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp that is not explicitly defined within the question statement

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.540009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.179101Z digest=sha256:abb189d19cf5e614d3204d495defd2c8d6954e87ee06beefc16372d296b87cf3

Observation 4cb58157-545e-419e-b1d6-f0a4e930c00f · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.528085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.182885Z digest=sha256:f8c014d1683b2e12f754e6527bb5888fc4ab7012c5bd0512041c1ded2c58ad35

Observation 83eeeb3c-4942-4820-80d2-916b7779f098 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.518797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.186121Z digest=sha256:a2922aca1ff76bbcf13a3a1218508f4a8336a8729c2e61833e8606818f143c06

Observation 58e7ed00-cb15-41a4-b729-61378e069a87 · outbound

This paper cites ONLY return None or the rephrased question statement.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp ONLY return None or the rephrased question statement

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.509309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.189532Z digest=sha256:32a95a020f7888dc6ee0e147b39b37e31b4a75537bbbd167b362393ad03b0813

Observation ffd92f3f-b92c-41b2-b173-3f3e3dcc5ad7 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.499555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.193629Z digest=sha256:c75f953c8c738f6d639dff38d2e8e16b3ea54433be3defbf0dd9b7f939d5fea1

Observation afc5fcd6-6119-4a2c-b91c-ef392c9089e1 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.489495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.196720Z digest=sha256:f07ac3546e0ddaa2ac5be995aeee5a66140a6657ae106816cbc2fdc3ba0fe9bf

Observation 142cf754-49cb-4252-b6d0-5e8aee4a1ea4 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.479734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.200516Z digest=sha256:031e96987978b07f272be1424c108d7dda9e2162d9e5b2d3fc650a21b2c32ce4

Observation 91d1bfce-27e2-47fc-9bc7-d29a6510083d · outbound

This paper cites Strictly return ONLY the rephrased question.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Strictly return ONLY the rephrased question

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.469637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.203592Z digest=sha256:90428dac7f57d74114698649a0f75000f86af17f10ab375f3d09d7598237f228

Observation 455815e2-d5b9-4554-ad32-c921da9eb3b7 · outbound

This paper cites For example, factual queries can be answered in a few sentences.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp For example, factual queries can be answered in a few sentences

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.459704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.206729Z digest=sha256:efd93eb74a498664d25fc3271f06e0f6023cce90bdb36cdb48b28d8e43e52354

Observation d18af33a-d3e3-4b4f-98e5-298858e5b065 · outbound

This paper cites an unresolved cited work.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:50:17.604517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.210733Z digest=sha256:1f1bf25e2f6d6e78f7335c1b03915c0d030e806afc700b3efe6a4528c072c632

Observation 82f7128e-4c3a-4fb5-891a-527c1ba176bc · outbound

This paper cites Continue Reading.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Continue Reading

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:50:17.446484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:50:16.213800Z digest=sha256:c7fc7eee833124fee1c78c5549f569d9c54cea2c175b9fdbaf0b323b87aaa97f

Observation 3f7a564c-9e0b-4115-a1ab-8a2fc747788a · outbound

This paper cites Least-to-Most Prompting Enables Complex Reasoning in Large Language Models.

WaLLM -- Insights from an LLM-Powered Chatbot deployment via WhatsApp Least-to-Most Prompting Enables Complex Reasoning in Large Language Models

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-15T21:50:16.135993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:50:16.135993Z digest=sha256:cde9f9a58b6159f7597179298676eeec880c2feb5ea7a5816fbbaac7fa9e8fcf

Pith citing papers

No inbound Pith citation observations are available.