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Paper Citation Record · LEDGER

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead

As of 7 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 1 inbound Pith citation observation for arXiv:2506.23762.

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

pith.paper-citation-record.v1
2506.23762 v1

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:36:30.696106Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T22:11:00.992743Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T22:11:52.633875Z

Reference resolution

100 of 300 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5b937141-3d14-4380-859d-4f9ea80374b8 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 1

Resolution
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no resolver link, observed 2026-08-06T21:36:21.875494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:21.875494Z digest=sha256:bc6927bc80ab297d6c491cb8a8546560f0bf6d0de05fd7ddc38396b9a6ce6b52

Observation fb34d00c-f53e-4211-880a-21b8f1ffaf43 · outbound

This paper cites Get my drift? Catching LLM Task Drift with Activation Deltas.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Get my drift? Catching LLM Task Drift with Activation Deltas

Reference 2

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no resolver link, observed 2026-08-06T21:36:21.976834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:21.976834Z digest=sha256:e2f7008dd01856f79e19692f5b821e400dfddb3bb866c7fcd4ad4effe053be0f

Observation 9d4c75bd-8afc-4d10-9c3a-60b6074bbc37 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-06T21:36:22.094321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.094321Z digest=sha256:63800016248e0b285ec6ae522c055deba565c4539bfeb902a6d341db7aa12353

Observation 3cd42ee1-debe-4df4-9397-71002c1e419f · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-06T21:36:22.164507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.164507Z digest=sha256:5074c26dac94313e16d27cb431adfbc084f5bee1523d3c43b564a0b28d3ce0e4

Observation 03057e94-0ae7-45ef-bbb5-9e5c1e0fafbe · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 5

Resolution
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no resolver link, observed 2026-08-06T21:36:22.205470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.205470Z digest=sha256:b2282d9fc209ce5981b1ecf337f8d0e167e608405be72f18eaff59553f8e4414

Observation 9464b373-80fb-4c1e-b41d-76e1b54bfbff · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:22.272691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.272691Z digest=sha256:769c96f3afd4ff98eee28a9984a6e705c0c855774ccddbf60b3c7a435504c2d6

Observation 7b2c70b5-51df-41e7-945f-fc9a075ca857 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:22.365336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.365336Z digest=sha256:f1a6ad3e1d421855b77c59764c9e77d9443ef5a1912fe48ab898363d88da82d4

Observation 7fcabf13-4db2-4fa9-8890-2c5ad1f90ceb · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:22.441814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.441814Z digest=sha256:86ce8e57d849fe151d85a8211c9ac59e06db36ac9fbd2ccff8315933d0aaf287

Observation e04bfad8-2c5d-4761-a937-2ce9ca765108 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 9

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unresolved
no resolver link, observed 2026-08-06T21:36:22.535913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.535913Z digest=sha256:86b999da98c8045dba18f9da564067de3f55eb8d23a44deafa6bdfecf24715a3

Observation f0510e8c-44ac-4066-a7f0-e3ec1dfaebb6 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-06T21:36:22.621398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.621398Z digest=sha256:63feb38854f75ff4b770ce889778f380043d7c1cacd9a28bf4a2f3b590668a7e

Observation 1b267218-685c-44fc-a478-db780ff44d8b · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 11

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unresolved
no resolver link, observed 2026-08-06T21:36:22.717249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.717249Z digest=sha256:04a7c669d6399006c145993945b01222100efde604fd2211a80a709168da922c

Observation 61412ebd-eeaf-4b5e-bbd9-2b61ca1a8210 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:22.783583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.783583Z digest=sha256:fc3b7aadfa2421e8ec32f15384f110a7fd01ab1eaf4e9a87e4cb5e455bfb0daa

Observation 98cf1edf-a619-4750-aa80-7986c11e8ce2 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 13

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unresolved
no resolver link, observed 2026-08-06T21:36:22.874912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.874912Z digest=sha256:7c20313b497d3d489b06e66daf60ef73ac9d9ec7ca0019a4f99be63a8cec5def

Observation f2185a50-348a-401c-b47c-75b4b1aa9e2f · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:22.967946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:22.967946Z digest=sha256:ef7fa656263671c12fec591e5431507f2593f921dc9cb04296be802b1e175427

Observation b64e4745-58bf-47a4-a525-cec189d7d508 · outbound

This paper cites PipeFill: Using GPUs During Bubbles in Pipeline-parallel LLM Training.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead PipeFill: Using GPUs During Bubbles in Pipeline-parallel LLM Training

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.067100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.067100Z digest=sha256:d4e82499259ad0fc24a5eff9ead4757b49ebe635726328e38312f0e8d581796a

Observation 59e8d1da-3de0-44d2-b20f-4f28b13ed79a · outbound

This paper cites Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models

Reference 16

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unresolved
no resolver link, observed 2026-08-06T21:36:23.167066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.167066Z digest=sha256:b9065e2ccabf74d5e7b79569edca446637acdff8f662a144ab70ea913f3ef511

Observation 2b9954db-e856-4fc8-92dd-7e17be46a02e · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 17

Resolution
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no resolver link, observed 2026-08-06T21:36:23.251963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.251963Z digest=sha256:64e90a5bbea978c72bc943a4dd7c58b1c5d2db24d431394d75d38db8c9abb23a

Observation c51698ee-f2b7-4873-a26c-7a88b2493460 · outbound

This paper cites Investigating Markers and Drivers of Gender Bias in Machine Translations.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Investigating Markers and Drivers of Gender Bias in Machine Translations

Reference 18

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unresolved
no resolver link, observed 2026-08-06T21:36:23.348848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.348848Z digest=sha256:30fde8a6ec5cf7aae898f289465c93c7cee1d8e87a01ab5e31e98c97b2c5c70a

Observation 1e5e983b-b02f-4de6-a43b-d2d61148ae29 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.448272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.448272Z digest=sha256:1b6757edc97c6d95f7b67a2a13d4b0f590ca0b4af328a7f89475d0bf7e50a894

Observation cbc3d379-661b-4635-b7d5-3ac2bb8e866e · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.537491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.537491Z digest=sha256:d31ddb4ca3d0b825c070beb9d108da4132f0a18c9f8c485804de8a557141dcde

Observation 3e7fd8c9-7552-4ff6-891e-3245dac4f4df · outbound

This paper cites Concerned with Data Contamination? Assessing Countermeasures in Code Language Model.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Concerned with Data Contamination? Assessing Countermeasures in Code Language Model

Reference 21

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no resolver link, observed 2026-08-06T21:36:23.606272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.606272Z digest=sha256:87a2fb3450705074638852f85b06a90c38d92529f74024ae533068dff1f2cb84

Observation d79c2e7d-0f16-4eb4-91ee-76665084bdc5 · outbound

This paper cites MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation

Reference 22

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unresolved
no resolver link, observed 2026-08-06T21:36:23.679977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.679977Z digest=sha256:c5a2ee983bbe867bad406431d673636b42da20b260b66278c49864a0d2b117b4

Observation 02e93b4c-8b2a-445f-bb96-a7e83602c88c · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.754280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.754280Z digest=sha256:1ceb25dd8445e77dce4d57d27db0ad2987e2dd65b1cb67461abacf3917eeb60f

Observation 2e0e6c4a-1fd8-431e-939b-b04194db1dba · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 24

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unresolved
no resolver link, observed 2026-08-06T21:36:23.821502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.821502Z digest=sha256:df35bb60713ccbc05cb73d5dad1b5ebef4f1783c280c7a60fcf5ce05255c14db

Observation c066cb40-8f0e-42b4-9c8e-36082803e068 · outbound

This paper cites BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.882710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.882710Z digest=sha256:c93b3d69fd6f06c2a5353fe3648f563413238b9ae286fccb9710429c7b19134a

Observation 1fbb94ec-eae7-47b0-868a-934df90a11e4 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:23.950354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:23.950354Z digest=sha256:238a1aee77d05cb36abfdf0c347030e381ce73c2e6c64bac2e626daee9a91120

Observation 5650d8f2-58f9-4179-9bdc-ef1404651e15 · outbound

This paper cites Fine-Tuning Large Language Models with User-Level Differential Privacy.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Fine-Tuning Large Language Models with User-Level Differential Privacy

Reference 27

Resolution
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no resolver link, observed 2026-08-06T21:36:24.040736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.040736Z digest=sha256:b4ffbaf75e6e52ff9adeedb83bb2c71980f1241cca6406783637262eb81afb61

Observation f698c104-0865-4b41-9e42-e8f19184278d · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 28

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unresolved
no resolver link, observed 2026-08-06T21:36:24.125512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.125512Z digest=sha256:1578e12b7d695f01643c4a32f0e87ce79a95eb178d38779e0342986a8b2aa183

Observation dc91dcf1-b0ab-4951-b16a-fcb1e898f320 · outbound

This paper cites Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward

Reference 29

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unresolved
no resolver link, observed 2026-08-06T21:36:24.217546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.217546Z digest=sha256:455c5f9d3b4ccc828d62a158e40c96320b4655ddf50cb493c68f4e420c4615d9

Observation 9601c145-7b4b-44bf-8628-8e85f733fb23 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 30

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unresolved
no resolver link, observed 2026-08-06T21:36:24.331146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.331146Z digest=sha256:e62282ef540211859843ee00d39efadf90023539dd0c611509b4f3d50e8f7584

Observation b9564d37-2e40-44e1-a22a-98e72203a5c9 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 31

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unresolved
no resolver link, observed 2026-08-06T21:36:24.423848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.423848Z digest=sha256:c6fd8e6d763e39bb20acf97187886659ec10aa43752af768ac5f4a7039001248

Observation c740ac6d-e17f-4bb0-81e9-af216168316c · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T21:36:24.538273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.538273Z digest=sha256:c6a06f7dad029cb319cc6e260839ff375f4c46e1a744437fea2b1e5fcf0e9990

Observation 7f54e707-c08b-4bf8-9a78-2f1c016b84a3 · outbound

This paper cites GameGPT: Multi-agent Collaborative Framework for Game Development.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead GameGPT: Multi-agent Collaborative Framework for Game Development

Reference 33

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unresolved
no resolver link, observed 2026-08-06T21:36:24.635723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.635723Z digest=sha256:63f4f0be25e6aae46a25489fb4b2bec0f03c05fd12036ffa5c20c6bb704356d7

Observation fd7bd78d-8bd6-4fa6-9445-6a55061b2bbf · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-06T21:36:24.737718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.737718Z digest=sha256:9007c5aaf60fde2cb65b5f54dc1d59c566bb1a750220c18e08a5230f9eb23235

Observation 317dbb39-abba-424e-8183-65506c800db1 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 35

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unresolved
no resolver link, observed 2026-08-06T21:36:24.819323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.819323Z digest=sha256:94ea634a38a423f5ec888358b1e584a4cc400011eb3fccb88ba32c26df2b0177

Observation a19115eb-e9ff-4946-91bc-a6a4c0519c19 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Evaluating Large Language Models Trained on Code

Reference 36

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no resolver link, observed 2026-08-06T21:36:24.881366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.881366Z digest=sha256:97ea6ea2973f11e1492c9e21a1feafa2aaae2064db079136abf78c0917ffc729

Observation 7c1e0b07-1853-4338-a295-70ef299a467a · outbound

This paper cites Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Reference 37

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unresolved
no resolver link, observed 2026-08-06T21:36:24.952085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:24.952085Z digest=sha256:8c27b67e6e294bb3351b12861caf7d9a3764479eed2fa7a049788c738ef67f8c

Observation 16e149a5-8dbf-4abb-a914-8f0304784959 · outbound

This paper cites Anonymity Unveiled: A Practical Framework for Auditing Data Use in Deep Learning Models.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Anonymity Unveiled: A Practical Framework for Auditing Data Use in Deep Learning Models

Reference 38

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no resolver link, observed 2026-08-06T21:36:25.023244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:25.023244Z digest=sha256:7caf2735342353572cbedea24415f55cd4241fbb4cc53d93658de43a05fdee79

Observation 4afb63a0-372d-4474-a4ee-cdf47016d1cb · outbound

This paper cites Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

Reference 39

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unresolved
no resolver link, observed 2026-08-06T21:36:25.126678Z

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Observation d2bb66da-585c-42ae-9412-e2fe3518f34e · outbound

This paper cites Embodied CoT Distillation From LLM To Off-the-shelf Agents.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Embodied CoT Distillation From LLM To Off-the-shelf Agents

Reference 40

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Observation bd35b594-9a0a-4400-9ed2-c8423b21e71c · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-06T21:36:25.337289Z digest=sha256:91b4d22419d8e0d27f58a8fe8825aa7634b8e4ef5806f09e674fbdd249ef8b30

Observation aec73a19-4105-4a82-b245-13fd63fff72f · outbound

This paper cites Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions

Reference 42

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source=pdf_text observed=2026-08-06T21:36:25.441570Z digest=sha256:0452140196f7dd54f6265e40b76f11ce7c50d230bd79a9c82e018bf46f37e817

Observation 168028c7-009f-4d77-a30a-542517adb384 · outbound

This paper cites Stable Language Model Pre-training by Reducing Embedding Variability.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Stable Language Model Pre-training by Reducing Embedding Variability

Reference 43

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Observation bf2321ee-4fe5-440d-8117-dd47a488fb75 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 44

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Observation 377ffe49-ae75-4a61-80ba-09dc9daa0749 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-06T21:36:25.696775Z digest=sha256:aadcdf08ef5f226404e9c082b2993b2af96a3cc82b07c29693d5c7733ebf310a

Observation 3cf93f1c-a4d8-41b0-82b3-8171e3eea21b · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-06T21:36:25.756702Z digest=sha256:65f7e8131020b9f4106464d0e08aad4351ab64234cddb985c9b291947922ebb0

Observation d080d5a5-826c-4100-8fe1-460386034a5e · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-06T21:36:25.847070Z digest=sha256:7471b37fe4b6e03eae167129e20f505efebd1951f87e1cac3edca46b1812f09e

Observation 49dfd45c-1a43-43d0-8371-b11267cc86e1 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-06T21:36:25.994204Z digest=sha256:2d7f780d83fe8f1b18ed85777e370a1b1bfa3909ab39d4afdb0252b5396e85c9

Observation 16ceb3a9-c9c2-4b86-9dbb-193b30985a3f · outbound

This paper cites Cost-Effective Online Multi-LLM Selection with Versatile Reward Models.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Cost-Effective Online Multi-LLM Selection with Versatile Reward Models

Reference 49

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source=pdf_text observed=2026-08-06T21:36:26.080397Z digest=sha256:aa57954b09d155aeee68c9d9491a46936b924a9a0ff67f304d7f06d780e4c21b

Observation 527195e3-50f2-4319-a2e8-34e9f8072882 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-06T21:36:26.143173Z digest=sha256:b3374941804829079a57387f14b5fc8c0711d0aa534fdd4ad87af11045c96dce

Observation cf683873-7ef5-48fd-90fb-d5a34d551675 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-06T21:36:26.206342Z digest=sha256:7beb203c0b7c9f33d5424ec4ba7f7d6d66ee44e2b12e1500761a8388ad179b31

Observation 03409157-5415-4356-9594-fff79bb177bd · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-06T21:36:26.270080Z digest=sha256:2d0efe0eba9728c1d13c52186d382a2ef5c44c3f47bc5ef19e2a9d4e78d3e97b

Observation b6b2fde3-0b42-4c24-a629-dc8a21324526 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-06T21:36:26.359189Z digest=sha256:85c432aeecb934e5cbc7b85aa9b9ce9380dabe127ee6798353e956bca0b07edd

Observation 7d2299f3-98d4-47d2-a1dc-7e35a885a987 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-06T21:36:26.504778Z digest=sha256:a2af1fca4336293bb28ed1a2b600655e6fde4cf4a498d52928cd8b4013d22eac

Observation 28b0b7f5-1f12-4240-a21a-c12e188b4e08 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-06T21:36:26.694615Z digest=sha256:82ecfadfdce1006d69b47a9a99262da52adc7c804e778a25a2815146f4e801a7

Observation d0055fe5-c336-4cdc-9d9d-db32da4ecf48 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-06T21:36:26.758354Z digest=sha256:c8a306ee5f530b15d9b6b8dba9e63f1f85854673806a1b6642d587f292335ea2

Observation d7368262-a5f6-4a64-b8c7-fbf84c1b265c · outbound

This paper cites arXiv preprint arXiv:2402.09225 (2024).

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead arXiv preprint arXiv:2402.09225 (2024)

Reference 57

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source=pdf_text observed=2026-08-06T21:36:26.597396Z digest=sha256:1dfcb4d4570320d3ac750b5db0fa6588c5ef03dfe54c5811b2ec7772499317d6

Observation 47d15b05-6526-4583-86b9-d413eed8745e · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-06T21:36:26.873588Z digest=sha256:bd2614ce5f6d9045a9c873872be2bd36d619a6b8522652a82c86b3e2bc1cb21e

Observation 42179c7e-8b7d-49ba-89fb-42d84c59c864 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-06T21:36:27.017087Z digest=sha256:4ad8be8ec228f8b2510244392da2739c3aaf2d0110e3e0933101fb7e19018449

Observation 1dd37be6-3291-439d-a5e1-b85b3431343f · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-06T21:36:26.819915Z digest=sha256:c7e50bc79fd76e1364334fcae68563788a69ae514e920b9cc2844a90b613023c

Observation b946b148-0be1-4e5c-95b9-9bf75b186a57 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-06T21:36:27.126373Z digest=sha256:a3968a5335acb7b58fb3662d3d9f3a9091684f7618bfc2a43fcc94832238a9c8

Observation 7f5e1b47-16b9-4e00-b7d2-844a494c8e60 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-06T21:36:27.186687Z digest=sha256:a471991703eb472dec31ceda6e963d673f71a61bebda2cf365aa1bb3d01d80c1

Observation 2c66d58b-d490-4a84-9737-bbaf1fa84e12 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-06T21:36:27.074412Z digest=sha256:2caff30cead4faa07ce53202ebfefb35c9a1352123e2493d6bf8e3a878f07819

Observation 5ca4276a-1177-4a1f-99bc-da001cd376c9 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-06T21:36:27.353797Z digest=sha256:07d6339e3a4226a0d87eae83c9050d6b47d520ecd7b32ecd9207f85c85f07d4a

Observation 8c86a883-a03e-49d5-ab27-c990fe08274f · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-06T21:36:27.459018Z digest=sha256:f67ab9698c104f2a762f5b875719744a6ac05ef3d3bd8e87cff4817d83a00771

Observation 3f7a080a-a814-4b33-ab1e-9a136827977d · outbound

This paper cites Targeted Efficient Fine-tuning: Optimizing Parameter Updates with Data-Driven Sample Selection.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Targeted Efficient Fine-tuning: Optimizing Parameter Updates with Data-Driven Sample Selection

Reference 66

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source=pdf_text observed=2026-08-06T21:36:27.263344Z digest=sha256:32868cff40220aa96e515d1f0b3a12f13323efbca8c90227714bccb7141d9ad4

Observation ef5a41be-ff07-4dd8-bc1b-df9f3f17e670 · outbound

This paper cites Efficient Training of Large Language Models on Distributed Infrastructures: A Survey.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Efficient Training of Large Language Models on Distributed Infrastructures: A Survey

Reference 67

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source=pdf_text observed=2026-08-06T21:36:27.577695Z digest=sha256:8a12543b1d9374c69260153d2af220d791d555bf9da58a9d1dbd3e397515421f

Observation c58fdf16-5be1-499b-9dd9-c26987899b3a · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-06T21:36:27.669007Z digest=sha256:f433461e2aa14d03740db5a89bc6669412add40ebf43f59484d5fc9a50704a8a

Observation 5ac508a4-88a0-4bd8-8df0-fe05232524d2 · outbound

This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 69

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source=pdf_text observed=2026-08-06T21:36:27.517840Z digest=sha256:0b104d330e334ec8719e27b97b94092dcab0de88af6551d287e75d3e0a908030

Observation 9b4d150e-36a2-41e9-a8a1-84219c805f01 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-06T21:36:27.889365Z digest=sha256:fd72bfdb7b4ccbc520c796fe2533e571f559c3fc600e3095613e87a53f2da697

Observation a30a7f77-ab37-46de-b648-6cce7cada8c3 · outbound

This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)

Reference 71

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source=pdf_text observed=2026-08-06T21:36:28.040845Z digest=sha256:4797473137030d508abec8dedfb3b95680d990ead8b2d10a4f8ad565c0eb6989

Observation 0480ad43-f8e9-4c04-9e4b-06efe5fecf54 · outbound

This paper cites Intent Assurance using LLMs guided by Intent Drift.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Intent Assurance using LLMs guided by Intent Drift

Reference 72

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source=pdf_text observed=2026-08-06T21:36:27.788086Z digest=sha256:e5adf1d001fa1982e3ca1dcf4874c1cf46e61774e83e72838df19746bd960554

Observation 2fc01c5c-7f7f-4b7f-9cb2-943a11a7ae70 · outbound

This paper cites Whispers in the Machine: Confidentiality in Agentic Systems.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Whispers in the Machine: Confidentiality in Agentic Systems

Reference 73

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source=pdf_text observed=2026-08-06T21:36:28.219067Z digest=sha256:d7142d282666bb9ee118c28d6222e0016a8be333cb0ae3467b56585ef09e762b

Observation f10dca15-5e25-408c-91ca-f68938446620 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-06T21:36:28.292548Z digest=sha256:374c506b1931a8eb45720c27b4e2685ef348e4672f205d114240af211bb0e4d9

Observation e09f09fb-c5b1-4938-b356-52a8cec43dcc · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 75

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source=pdf_text observed=2026-08-06T21:36:28.111691Z digest=sha256:e49b62e1c4bc672a8730e3c20422deb6feaf054204ae1b4aee0c7426e114b128

Observation f66c54ef-8c31-4e2e-87df-b8a3c6329a2a · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-06T21:36:28.491699Z digest=sha256:98afdb4ce484d86e234583b2f7c4d453ac674565379ab87c095efc85b222e512

Observation 36fb49aa-6578-460e-9177-81d185513de0 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-06T21:36:28.590021Z digest=sha256:930151bb9af13478013e0c629e8c995210474e76e8d6fbedb131dfbc730412f0

Observation 6dc80925-8187-41ef-8e4d-9cf56e1c1e30 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 78

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source=pdf_text observed=2026-08-06T21:36:28.385833Z digest=sha256:c5b3332f8be6f442197dbb6487c009acdf954e57584a4f5057c5969e0d53fe80

Observation ba5f2fce-2e34-4fdb-96a3-d4ef4c8d70a2 · outbound

This paper cites Understanding Knowledge Drift in LLMs through Misinformation.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Understanding Knowledge Drift in LLMs through Misinformation

Reference 79

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:36:28.744190Z digest=sha256:93f581692c59c788cf62797fa387184ced35b4dce178212a9e475d557d80c822

Observation ab8bffd6-d676-42d4-b3d8-9de396ddbecc · outbound

This paper cites CURLoRA: Stable LLM Continual Fine-Tuning and Catastrophic Forgetting Mitigation.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead CURLoRA: Stable LLM Continual Fine-Tuning and Catastrophic Forgetting Mitigation

Reference 80

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Observation 60381045-6a7c-4c99-bd15-df2389691318 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 81

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Observation 0ae99866-d2ec-4ed6-8edc-03fe5eaedc9f · outbound

This paper cites When One LLM Drools, Multi-LLM Collaboration Rules.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead When One LLM Drools, Multi-LLM Collaboration Rules

Reference 82

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source=pdf_text observed=2026-08-06T21:36:29.050885Z digest=sha256:f7076cc665c7e5ec969c36b5aa586b9e421840ea86016f5933d9b3f919b2a3db

Observation 11195f58-0361-41a9-82a5-7a2b6f0271a5 · outbound

This paper cites Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration

Reference 83

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source=pdf_text observed=2026-08-06T21:36:29.149294Z digest=sha256:28af485caa3e059ff6842fec10eae05fb5974f90dd7a49b27b28eb5985884a5a

Observation 6d2cc033-db8c-4453-9a92-3847d1a4c7d2 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-06T21:36:28.968222Z digest=sha256:ea97dbb2e61408a24034bf96bb4c154da39cf78d0792cc6b7e971ce3e8300a7a

Observation 8f0c5a0e-5e6e-4c09-8dcb-b520eeafff4c · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 85

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source=pdf_text observed=2026-08-06T21:36:29.309317Z digest=sha256:78d826c360109526da590dfa144ed2aad69a244ae784b2c4982de99eb4b4c66f

Observation 2fc1bc82-4a9e-4050-aceb-7db312335934 · outbound

This paper cites MULTI-CASE: A Transformer-based Ethics-aware Multimodal Investigative Intelligence Framework.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead MULTI-CASE: A Transformer-based Ethics-aware Multimodal Investigative Intelligence Framework

Reference 86

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source=pdf_text observed=2026-08-06T21:36:29.442720Z digest=sha256:5e7ec42418b92c27200bc8d375c22f058debc88f66fdda8e42cc0eec91de136e

Observation 8fb81ef7-e6a6-46a4-ad1d-abae44046610 · outbound

This paper cites Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration

Reference 87

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source=pdf_text observed=2026-08-06T21:36:29.263197Z digest=sha256:411606db4abe2845a5fb26d2698719ab3e57f8fd52a5fc3fe79e729490a3385f

Observation 195a3ecc-af48-47ed-b019-3c02b3b79a90 · outbound

This paper cites PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning

Reference 88

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source=pdf_text observed=2026-08-06T21:36:29.676305Z digest=sha256:cb17b4a7d7afb7464d7da8b880cd1ad765b2164e28c5183043d82955d6105e32

Observation a6454d8d-2d90-4a6d-96c7-88c5c23f5fca · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 89

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source=pdf_text observed=2026-08-06T21:36:29.782310Z digest=sha256:ef51bbc3afb3be2e40ae28702ae2d6e93875ebba18ab63404bd03fe9d6ce0434

Observation e8a6662d-290c-4746-a6ce-912038645599 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 90

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source=pdf_text observed=2026-08-06T21:36:29.548615Z digest=sha256:9a7d92b1a3963e10b83f93804906245af3c32eca1056ffdef55811403c52b11f

Observation 3f84bb15-9942-4b46-b52a-3af53b79ebfb · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 91

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source=pdf_text observed=2026-08-06T21:36:29.977140Z digest=sha256:04f5646d7f74ee322d95d19d54f188cb3b0a717e66a62dfc90b744d9fb4bc8c5

Observation f1487f14-a72a-4e95-9b1b-137aed93dcfc · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 92

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source=pdf_text observed=2026-08-06T21:36:30.082660Z digest=sha256:155f590d9513a9a742631fe95c1e5dedf2cb7476625c8c78900dca49a828443d

Observation dfa86d0f-9a13-4e12-8477-5f6e6a673a7c · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 93

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source=pdf_text observed=2026-08-06T21:36:29.851257Z digest=sha256:0f767c02446f0a99b7fecf7245f23d458a0f5bd71d42f8b9448152ee5c499342

Observation 79771841-457f-4a2a-ba24-a4b06067879b · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 94

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source=pdf_text observed=2026-08-06T21:36:30.246114Z digest=sha256:12896960a91b7246a296168d385c2704e8650d65c2c0d806e859195d987e4296

Observation 92bd4998-fd0d-4caf-80ff-a13e39785f13 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-06T21:36:30.326426Z digest=sha256:d729e2ecd81d1463d69b5ee98de7479d2978b591d52a3f6a7bdcb6d2a7ba80c7

Observation 74ce132f-d9d4-47f6-b64f-bbb8182bf6cb · outbound

This paper cites LLM-as-a-Coauthor: Can Mixed Human-Written and Machine-Generated Text Be Detected?.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead LLM-as-a-Coauthor: Can Mixed Human-Written and Machine-Generated Text Be Detected?

Reference 96

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source=pdf_text observed=2026-08-06T21:36:30.193882Z digest=sha256:5c1d6091c6f58b02a3933c3a5fbffb88d9ac5bbb43ae29b956bf45c786d12c12

Observation 9892c35b-8b39-473f-bd08-128bb5adc6d6 · outbound

This paper cites Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks

Reference 97

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source=pdf_text observed=2026-08-06T21:36:30.493329Z digest=sha256:fa018250ba957c656735694c174df8c0337bc88597f1a6620f7f33ceb689737d

Observation ed5b51f5-8798-493e-8fb0-239e737b93db · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 98

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source=pdf_text observed=2026-08-06T21:36:30.567650Z digest=sha256:2fd5ec8091830f05083a3db6368294cf6b0f6990d6f953f9e9a84bc3c1b70f77

Observation a9d7dda4-dbcb-4df7-843e-c9916e1a852e · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 99

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source=pdf_text observed=2026-08-06T21:36:30.427114Z digest=sha256:ef47c7a35ec210b9eb025c6d2c248b606fb21580ca4e72048ae0b12788dd7309

Observation 1acfac23-a085-49a5-ac4c-a4e02ff315f6 · outbound

This paper cites an unresolved cited work.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unresolved cited work

Reference 100

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source=pdf_text observed=2026-08-06T21:36:30.696106Z digest=sha256:3dc562c9d88decd7ea1c2f9986c2da4367f4c7bd0d8db3cbc5ae52fc9ce858da

Pith citing papers

Observation 84fc6410-d1ee-48fc-a934-df1161ba586a · inbound

Foundational Design Principles and Patterns for Building Robust and Adaptive GenAI-Native Systems cites this paper.

Foundational Design Principles and Patterns for Building Robust and Adaptive GenAI-Native Systems Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead

Reference 49

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arxiv_id, observed 2026-05-18T22:11:52.636506Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T22:11:00.992743Z digest=sha256:ae06b7562017adc2a95fd2abf531e6325f9c772f018f1ba046d7a158adb60846