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Paper Citation Record · LEDGER

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills

As of 22 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2508.12922.

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

pith.paper-citation-record.v1
2508.12922 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:21:17.711814Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

41 of 41 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1bf1a87-6efc-4318-ad34-60457745e9fb · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.981013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:16.964078Z digest=sha256:255744e77ab978ed2556965e30cd38b61a3ab2849a3e9f7f2f2de150795201f3

Observation b035d153-a9f8-4c07-b739-cd7ff89395ef · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.953757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:16.978238Z digest=sha256:111474609b980ec46066d63ab8814559f7d6980e9f9ff5fbcf8f910188950d4a

Observation c85d7e1c-39c6-4e50-90cd-c3bfa9cdd815 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.931129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:16.985437Z digest=sha256:189f2e44c1cb2dd3805e09411d7824c734fd327fcdfae67c166e3966619ade3e

Observation 2a2e09a8-6b46-49b2-a843-9e48b8c1b18e · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:16.996915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:16.996915Z digest=sha256:05b597a5cae67955874efb5a75c3e518f6a9ccfe0500d05ca8a1a507e58d7754

Observation 24e4d546-03d5-4b82-a08d-4a5419c0e308 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.851134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.012644Z digest=sha256:9349e4651c7139ee980f8b57a11185d40556bcfe93bbf1d9bf9ba2760698d197

Observation 1a7f8147-576f-4d34-a972-8e3909b03684 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.822700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.020090Z digest=sha256:2a36dfe855be15a77585459ddc3856b84df38c7efc8424a185bcdb394322275e

Observation 395dae07-70a6-4e1b-b593-5ca01e63791a · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.792644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.027668Z digest=sha256:e9fa9829607af3ceef840158e98a7f2e53b99899032d84b4315c65e8a6882fee

Observation 788e6ad9-85a0-4cf6-a9b2-1fe919db511c · outbound

This paper cites Rodrigues, Ewerson Luiz de S.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Rodrigues, Ewerson Luiz de S

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:21:18.754292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.036138Z digest=sha256:7b5063a8bb8d7fe303ed9dcb7fab64a3f5f3b3beef6675032f70ad531c0e9095

Observation 9f406597-7422-4d3f-8168-c774e8bc1857 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.735733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.044701Z digest=sha256:e1f04fc81a5c737c01c8db6137a34e565e94e548a56daa026df9ee2f0baeb757

Observation ad902b42-d496-456f-840c-773cd6535c93 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.701567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.055917Z digest=sha256:3efcdb179367dafe78c8387d234ebc8503f5f15d87f0d43019fe239dd49bd382

Observation 4a6fed02-c0ad-4779-96cf-67c032859ea2 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.065219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.065219Z digest=sha256:13458037ddeac62f6b7ec715bb49cfdbb0595894052a865061a358187a76d420

Observation d0212949-6f0b-4e65-b2f2-2cfbd91f59c8 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.633900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.073988Z digest=sha256:90609890f562e8de57894b5d4e56bce04c4d6b7f69586935274390e3c0f14bfd

Observation 95a1ede3-6fdd-4bb1-ab4e-147fcd59eef4 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.085696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.085696Z digest=sha256:a0bf74aae6ad2055a0e2d01aee4750b5daeaba57ee8afaef4714a08c0ed70fb1

Observation 95e7071d-a70f-4c10-ad93-d46de385d46b · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.601133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.097445Z digest=sha256:f6d9c1790d6227a1ac8cde147f40500ec10becf52770d4cec84f3fc323416d45

Observation 58c7c28f-31a7-4fcb-b45a-d734b31a7352 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.578199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.107658Z digest=sha256:22e8827af95dde197d3e9de26a3f7ca47bfa7c845d071cb34ccffb45e3cc3785

Observation 758cedf0-c2b1-422f-bc40-70ff90bec852 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.552880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.125636Z digest=sha256:1a5b1412c53c39197d52bbb587a0b6c77644a5c770912ad69a381b82a7e04b7c

Observation 709ce9ba-eeb1-4c07-b582-418a40a2b46d · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.515564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.171402Z digest=sha256:070897abdc4d16b6f958eb0d7366193551eec04c087d552f02bbfe83d4eb3e33

Observation b8382751-8cfb-4e1b-964f-618c6a0670c2 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.489513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.212793Z digest=sha256:d38364ec630eb5a7cfcb3b8a7fe0bf79c26f55a2de9d5e94a9506d85994c7653

Observation 0f6228e0-81db-4890-90e2-547d7423c459 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.452904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.266466Z digest=sha256:ef248d3ff3e4d8fa3d963e2eeb1a17e7cac1fd0fc9861a3285cff26437582e12

Observation 7254d01a-6e4f-4d26-8ab4-8d18712a95c8 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.315531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.315531Z digest=sha256:318fed4fbe1f8e48978562fa1df4661e64e06cbc9ccbb3e6148450dfcb9df25f

Observation 1f0772de-2161-4c56-9546-c29925dcbe72 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.399653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.378720Z digest=sha256:5c34d78515b68751689c9bda1ca2b8d478ea9bf601fb8e8dbce409a6cc37871f

Observation 61a2cbf4-7a3e-483a-9ba8-324b679dc26d · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.353716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.387908Z digest=sha256:1e19212ce79717fcb22eb950174ef51bca6e410f34a6c51ebb1ac4810ea729d8

Observation 13bf8ce1-63aa-4734-bb21-5620480f9111 · outbound

This paper cites Subjective and Objective Quality Assessment of Image: A Survey.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Subjective and Objective Quality Assessment of Image: A Survey

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.401779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.401779Z digest=sha256:afb7fee9afceafa4f5e5906ba98f6b1ba247de7b15e01cd95163dc3363a0bf36

Observation 80de71df-910d-4b2a-a862-df9a4fc71ca0 · outbound

This paper cites Universal Language Model Fine-tuning for Text Classification.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Universal Language Model Fine-tuning for Text Classification

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.411387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.411387Z digest=sha256:30e5b3aee39d7a9228bc17b0cedc7b8e5861cbf7a5a0bda088b9a1a2c8eacc76

Observation 52a5132a-5eed-4200-bb0b-6824a5cb39cc · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.328116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.418869Z digest=sha256:369281fc536aee97e0f673ce8a5dcbd5378eed60f536b659b18deb380115329f

Observation 325d2d01-1471-4a09-96cb-e4f59ac9a624 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.308612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.436639Z digest=sha256:6b3932e60899d01f4e3aa446485cde0fa14a9c11dfc3d1ca2d577330a12acbf1

Observation c7d45892-bd90-4056-b5b5-820b7d8cb4f1 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.268777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.446271Z digest=sha256:f83393403b07c248fc98c7f74eebd72287467775e21960f726329263ad4f4078

Observation ed790d26-9990-406a-b125-0104d15eaf39 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.223757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.456305Z digest=sha256:c6c3730e2ad0c78ff886fe655b5fd2a6dcca91c947d4f2b64157ed0ddee80767

Observation 2c44d6a5-a058-4fa4-802d-38877e2c65f3 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.188157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.475125Z digest=sha256:f07897feb4f04bffbe6fa083cb3170b491c615ac78307b539231d07a79bb4e19

Observation 08fc36e7-b609-4f55-a1b9-773e61eecf13 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.484067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.484067Z digest=sha256:bb8c21f03ac11120990bcc7c3183a0121e06555988b2a890d57db3b35cbddcfd

Observation 3aa38f15-f5f1-4104-83b1-e90e536ec8fd · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.132718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.494202Z digest=sha256:a93aa54c9d994a5262ccfc8f770d5d9941a4624e3e69e75a36b02704bbead3a6

Observation b66b1580-48f1-418c-bf9c-1e5e6890a2de · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.107951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.500661Z digest=sha256:62dab9271a9087e73f8b1a387dfb7ebc1f8c43846e0aebacfa01e9444168a05c

Observation f6a17019-796f-4ca4-ab2b-5c176a7fdf0a · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.075587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.529990Z digest=sha256:13b4283351f6bda159d07b199bad2cd5db4a8eb7e7de8f16b1980b8aad20cf01

Observation 59dab07d-1ba2-421e-a218-60db5ceb6f0b · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:18.032712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.581922Z digest=sha256:f64ae4af01f3219f50dadb4325ff1786c5eb6f089a64267a9238087f30f874a6

Observation 649517ab-70e2-4c51-b3ac-0da80e27ad73 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:17.996673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.678817Z digest=sha256:1a360dae69737e06fbb0c43c80020ba02a299e0dab73380069488f5d0bad42b6

Observation 8526bd40-d127-4104-bd0e-cd5df3f0c4d3 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:17.965706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.688383Z digest=sha256:56779ad5df593b6d8d7b88007678daabc0e1b4747b38f150bdca67a20fb88dc8

Observation 294352e7-e87a-462b-9ee8-30f05767ef3a · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:17.939129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.696225Z digest=sha256:08c23511088d5fc96b943ca5cdeffe516855706f1e3eebae9ea475974b9d1cb5

Observation a6ee60e7-a2ca-4f93-b5d7-6be00b64d50f · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:17.910283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.704826Z digest=sha256:0c91d6155d33f9e77d4aad6fb68fd390159f7da6acb9820bd59b7f6c4510c4be

Observation 3243785b-322d-444a-a96a-350201766bf1 · outbound

This paper cites an unresolved cited work.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:21:17.885743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T17:21:17.711814Z digest=sha256:86372b32740b0c4dad5e105c3a1c6726e2cbe16782d40d20e3921c745ff7eaae

Observation 3a5b780b-8446-403c-953f-deb8aea9e9d7 · outbound

This paper cites In Proceedings of the 16th Annual ACM India Compute Conference.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills In Proceedings of the 16th Annual ACM India Compute Conference

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.004425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.004425Z digest=sha256:0f094c01439bb149db764f8d76a60bc36c5253655ce22e44af788447f1f327ed

Observation 1425f2c0-466c-489e-bd53-9d58da351045 · outbound

This paper cites Large Language Models in Computer Science Education: A Systematic Literature Review.

RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills Large Language Models in Computer Science Education: A Systematic Literature Review

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:17.425198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:17.425198Z digest=sha256:54f8f5fa82f3312eae8385f24dab0d811fa32a3e8343c579548f34cc53698fd1

Pith citing papers

No inbound Pith citation observations are available.