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Paper Citation Record · LEDGER

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

As of 18 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 6 inbound Pith citation observations for arXiv:2502.06193.

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

pith.paper-citation-record.v1
2502.06193 v3

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T16:31:38.707684Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:32:36.028070Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:55:22.701914Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact1
  • verified fuzzy8
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3868d53e-fb24-4bfc-83f0-d5e6420ae3bb · outbound

This paper cites Program Synthesis with Large Language Models.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Program Synthesis with Large Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.500723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.500723Z digest=sha256:ea8c3e8f40e495198af82ae3ba656212b8a1e61cb9d951764560a105e64be809

Observation e068fdfd-4cd9-4104-a28b-8c29d8280bf3 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.261024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.505054Z digest=sha256:e0fb813117b3f282a3ed179ac1fe7c8ae7e5cab75af5ecb7a68d839275866199

Observation ab8ebfde-a82c-4f38-8e82-d8dffec19534 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.252552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.508451Z digest=sha256:89b1881cd3eda4832cc166970fe5ab502ce7b6f0fc946b42435b972410b89433

Observation ec301540-cd7d-4044-a9b9-4fd2a3864f9a · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.244734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.511407Z digest=sha256:5e02fc5d9e3271342214a7ef061133d836fdd8b8de0482526c3920492b5a23fa

Observation 3e2f3999-7198-438a-8654-770fbb9171b8 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.518553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.518553Z digest=sha256:45016c927c566bf5f9c7cd09e770f813443ed79dcbe5f8c226fffebdfd9b359b

Observation af6ca29c-4399-45d6-af62-61bd049563cd · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.237275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.522419Z digest=sha256:3849d9760267244cbcc73e499d4c7e1a49554e0484e3f08e156d55d8c6867997

Observation a131398c-471e-415a-9e50-79f619d19e36 · outbound

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

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.525989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.525989Z digest=sha256:b86798c53fb49c6dfdee34596f5377ffd3b2b23d81f4003353d0aa1de4ef7152

Observation 5bfc84ef-99ff-47b5-87f8-2f2a7df77bb0 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.228688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.529399Z digest=sha256:f36699f2bd19a9bb5007b302b800d8747b468f87cf2305b7368abd6d68d48501

Observation e08bd5b7-87f0-468a-add7-328667f053fd · outbound

This paper cites ComplexCodeEval: A Benchmark for Evaluating Large Code Models on More Complex Code.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering ComplexCodeEval: A Benchmark for Evaluating Large Code Models on More Complex Code

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:31:38.875140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.532439Z digest=sha256:456ba174db54d0f06606aabeb81ddac69514902994bc553ce44f4cfee549af75

Observation 956a22f1-63ee-4de7-b238-c4cfbb466594 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.220654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.537606Z digest=sha256:7a8faaf88827a4487510bb5b725e1f22e6e4be06b80969af6630eb3262345a97

Observation 6c49c30b-b42b-46ba-bfbd-c64740c3c994 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.210455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.540873Z digest=sha256:e721ec3057e73fc1bbcf168519f2700c7104736f21c655b320f3de48a848e078

Observation 10ff1f27-ce36-479c-8ab8-6103ae517494 · outbound

This paper cites LLM-based NLG Evaluation: Current Status and Challenges.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering LLM-based NLG Evaluation: Current Status and Challenges

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.543764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.543764Z digest=sha256:08ad96aae8faeac1e86e1212f35e37bdd2598507520b68fa1dad4c5892bbf679

Observation 4e49bdf6-813e-4a77-b009-27f48a3c89e9 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.201088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.547576Z digest=sha256:9a7628e66b62c350f45b131f9eff8e8d40119dadd7b70d94493ffb4eee8ef0e1

Observation 5ecdf1d1-5b53-41c6-9554-f8d186b0d679 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.191394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.550842Z digest=sha256:5d78827b051556f4c0136d342c2bc73e4d7e98e6235e14234603bc5677ab942e

Observation c5afba38-8efb-4ca8-806f-7779d19d797f · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.554014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.554014Z digest=sha256:96d14bd3155cff7b3da0523d3f9035f9d90a04d5d8667fe2e45379507170f3bb

Observation 743708d9-63f8-4b77-991f-d47bcf6ba81c · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.183058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.557110Z digest=sha256:ed1e7fc1d8e93afbae15002247c04b3dc3d0f06ee6fe0b48aeff133f0e56d46f

Observation de1a3493-6bd5-436c-b038-af8b2bd7d887 · outbound

This paper cites Large Language Models for Software Engineering: A Systematic Literature Review.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Large Language Models for Software Engineering: A Systematic Literature Review

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.559051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.559051Z digest=sha256:eb675cf39bca4dbc150e0c2bb84d80a9c1fd83697f07f79bfe317c1ef37feecb

Observation 49dcfa92-8cb7-4efb-9907-ca65ed383115 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Qwen2.5-Coder Technical Report

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.561533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.561533Z digest=sha256:38c97ba216abb73ada4ab88117c40d775eb7f7d7019cd3f50d90427d8563bbed

Observation cc199193-66b6-482e-be04-863e10348b9d · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.563930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.563930Z digest=sha256:53d61c1dcc82d7c5e3f1d0b5dc9de13d20befa75ff74936d26f14e41d48d001c

Observation 904d21e8-0574-47e2-a38a-40349a14cc5b · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.174756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.566466Z digest=sha256:cfe16cea778caa0febb05994670c4d6ede85ee92ea47af85026c3c9855c12a4e

Observation 9ff7e2cb-85be-4c34-8efd-055bb94520bd · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.164109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.568522Z digest=sha256:6dd70e4b4ba8612e5547e168ffe70271e47f5c1f7e0b44659d3edc485ccc61ef

Observation 683d7c4b-09d5-45cd-aac8-4830e0839131 · outbound

This paper cites Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.573942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.573942Z digest=sha256:1a31e2c1997cf467f95cf8b64d42d8bc61978550d2b839ed63bc59a378f082eb

Observation 1d6c4246-09cc-420c-9377-60b00d940dd2 · outbound

This paper cites Kusner, Yu Sun, Nicholas I.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Kusner, Yu Sun, Nicholas I

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:39.154619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.577177Z digest=sha256:80e46edc3a8043f10583f763bd36063eaf9e76f59c16a5390ccfd20a82851bba

Observation 625fb6f0-0ab3-477d-bec9-7e1a3d57aae5 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.145883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.579789Z digest=sha256:dfa60e17b3c0e06bbfd010b7ea14cf5b30354808b771db05fb5d45df2b9239fb

Observation ddba5173-d099-45cd-a9b4-952d08f55a54 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.137467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.583337Z digest=sha256:30577982c51f3fef9c40fa0bd3ac887072c300e545a169df6b1c251a8a4fca4d

Observation 2d175b8f-c051-48ec-96ef-c7f3a9aab792 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.129921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.587061Z digest=sha256:68a800a51dd770ff3c468acaea51ba96f3cde0890c32c3fe3cc6529e557ccd21

Observation 851d245e-b47b-4b7a-9f1e-3d80fac4e74e · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.120619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.590551Z digest=sha256:853a213b5782526e5c9203b6e6d027a7058c5f3bd32856d32e1bcc6eb3ec867e

Observation dd6b44d1-7f41-4933-8eed-74cefb1c3116 · outbound

This paper cites Split and Merge: Aligning Position Biases in LLM-based Evaluators.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Split and Merge: Aligning Position Biases in LLM-based Evaluators

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.593488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.593488Z digest=sha256:5d7eb88bbec8433d4718321ebba82fa295c1ca9cb3d9a9393a2e77cadc13096e

Observation e4d2f7a9-d5c3-473b-ae23-b0814c4176df · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.596966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.596966Z digest=sha256:7f25d1a775ba19503f6193bad7461fd982c834145f5dbc795d3998ee382d209a

Observation 3741a2cb-f73d-4e7b-83da-6c2bdb6ecad0 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.105980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.600295Z digest=sha256:f2324073d0c79e54404a86ab868a42a471287e77e1f94f936aead29fcfc580c4

Observation ec961d15-95b5-46f2-96e3-7adba1e94f81 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.097227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.603057Z digest=sha256:7ef5acdd5b95bd63377ae9fefb38d83d2c1164e2c46836fb7e4c6db7c6b22b15

Observation 54930fdc-081a-40d5-a139-25abe9c6deba · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.086782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.606396Z digest=sha256:bfe27b1c7db1332d9771d5ef57bf0a2343c4826224f73ed5175df8870e8c3410

Observation f15b9b71-4f8a-46c1-a300-50b8cb1232da · outbound

This paper cites GPT-4 Technical Report.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering GPT-4 Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.610051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.610051Z digest=sha256:a6135adc3609342087e8f88c6ea220987667330f6167980f0f540fb9a9858aae

Observation c71b889e-340d-4c67-81f3-622e4ff6a820 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.080053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.612737Z digest=sha256:56999ed66b3db51bd427491d411008d2bb868690d232a27f8468de8e6b268b97

Observation fd462a9e-f213-4fd4-8569-a3c7508c3a0f · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.072503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.616355Z digest=sha256:aceda50dd3239204628d1f7e4298460f9c3e8eb88fdac870fef485989c69910a

Observation e185c660-b8b8-43b1-8383-3040f4d310a5 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-08T16:31:38.619860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.619860Z digest=sha256:a8de307178499fdd5504de2f01fc6528e5e02d7cede5c550950cedc802bbd0b9

Observation 397d1667-4f3e-4c19-a58f-c657d54b7ae8 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 37

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no resolver link, observed 2026-08-08T16:31:38.623144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.623144Z digest=sha256:c3385f22985dd963fae99170882ac125d347d3059a4baeee52f7c71a465bc098

Observation c8e03438-6b55-474e-8f5e-5b208c04e4a8 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.626832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.626832Z digest=sha256:c54d2bf469aacdc393688d5681b7e1750909736dfd306b3e56db8b4fe478c2a3

Observation 3062d33b-5d31-4d8e-9838-71c482ab3be6 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Code Llama: Open Foundation Models for Code

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.630490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.630490Z digest=sha256:4967bb4b62ae2dc34d91ebbd6cc53428dc8f407618527ad096b34816c8d73075

Observation a74136e1-ddbe-4979-8751-a2538862a7ad · outbound

This paper cites Verbosity Bias in Preference Labeling by Large Language Models.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Verbosity Bias in Preference Labeling by Large Language Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.634452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.634452Z digest=sha256:c4229b699de62c10107acc74a5dabee5e67f7288bb9d38efd21e66eb573685ed

Observation 712d1f2d-f67c-4ef0-9661-92e09ac45324 · outbound

This paper cites NoFunEval: Funny How Code LMs Falter on Requirements Beyond Functional Correctness.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering NoFunEval: Funny How Code LMs Falter on Requirements Beyond Functional Correctness

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.639436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.639436Z digest=sha256:d3277d28de4da331791414ccdc8c6651f93acacf929ec45a3ca71c07fa744d9a

Observation 07ce0fdd-0c28-4312-b72f-6fabc4b445cd · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.643324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.643324Z digest=sha256:3fe560286e1604d98db03db5981e2c82e07e29412b874a0569f014f288d555cc

Observation 09a9a8ba-6507-4bc9-8474-ea8107c38b1a · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.646275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.646275Z digest=sha256:088e7229278f7457e940eea430cc88363cc65d6ddbbb51855fcc8442aa7c706b

Observation f02908e9-591c-4cd7-9609-c75c34de2fc5 · outbound

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

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:39.057626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.649265Z digest=sha256:da1c32a96e0e3f28d3779926a8ca3be06a12b20668142f9c1594eb9af8d58b3a

Observation bb3c7809-27f8-4148-80a9-857657c5d296 · outbound

This paper cites Learning Personalized Alignment for Evaluating Open-ended Text Generation.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Learning Personalized Alignment for Evaluating Open-ended Text Generation

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.651288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.651288Z digest=sha256:7d281ec06e4013f38646d09c62fbeb3f4b0afafec19cd10165a3bf9404b269db

Observation 128287bf-556e-4083-af8e-bbf2711cf374 · outbound

This paper cites Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:39.047541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.654100Z digest=sha256:5df9afbe2738936cafe7d26d7846e3e350fcde855721824217b97f9254fcd28b

Observation 5fe2802b-a071-4324-b8af-ed5358711612 · outbound

This paper cites Joty, and Steven C.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Joty, and Steven C

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:39.038228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.658148Z digest=sha256:0ebae20266bc43c3ce7b9019b9ab99ed5f5f3a6e25520c8df45e1ad81cfb360d

Observation 0ea2c352-6e87-4bf7-a24c-75d043bee362 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.020527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.664718Z digest=sha256:9a16de46ed2d5e357a70533b33dc6971ba8e564bd63a5a78d6d7ee84f44167ff

Observation 9cc4ecad-3d9e-4a3d-886c-59118aa037a1 · outbound

This paper cites Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:39.011635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.668006Z digest=sha256:9fd4cc01365ed5a9e43477fbb36f26fecb43243199dbf7f272e1dba36583d89b

Observation 77714668-0593-4495-9211-c02e02f2474f · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:39.028850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.661459Z digest=sha256:6b62edb3066e3a624c8a1fcefe2e26910a33ee8358f6cff7590b02e9c3716727

Observation a45db5d7-53cc-4652-a2bd-cbfa9e67f7f0 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.997099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.674609Z digest=sha256:6a413b68f043d88e74dd41b2a26be0ef00bf13e397a9b0d5a6487315f3a0141b

Observation 6b31838a-276d-4e0b-a872-5ebca17882ce · outbound

This paper cites CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.677847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.677847Z digest=sha256:67cff305dc04bef6e085fefccd0fd93a4fa325a5b7817153945bbe2ca3827f1f

Observation 5af6ff84-71ef-498b-96e8-9a26d7517236 · outbound

This paper cites Chi, Quoc V.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Chi, Quoc V

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.671920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.671920Z digest=sha256:8e16238e91180784f462d65e90199b32c26337d1fef2760d83003e90e5b1a0e0

Observation 8e6f94c8-1105-43d0-8855-2bfdbd7709c8 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.989091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.683699Z digest=sha256:ee9769eb761390d91b3185e65a3b83be2b67cb485742f2bd671ca7246b8753a5

Observation 48d51f9a-d463-42da-8277-229b8b289b23 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.978907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.687006Z digest=sha256:9ff24e8a14051a45f1674f94890b8596c5184c3c70389cffe832f20e8d2d7eb7

Observation 7a245692-579b-40b4-8cdd-82ee9e57bae4 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.680884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.680884Z digest=sha256:b91eba7c12381ce56c216c6c1c630ee6cf97383f038cd78fb0caa21448892c90

Observation 20b34a92-8a61-4467-b013-4aaf9d9661ab · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.961533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.692334Z digest=sha256:63994d55068c28f18497094aad107aa4275426a82523744eca29297f67975e87

Observation c50c506b-7e68-4874-9c53-550c8e21a2da · outbound

This paper cites Weinberger, and Yoav Artzi.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Weinberger, and Yoav Artzi

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:38.951345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.695214Z digest=sha256:2fef3c6b49b4a604597d9e7650465bb2fffe3636f4e8f63abf4f42b0c398293f

Observation d623d1c9-a276-4439-9a33-7cfe21876ff0 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.970306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.689697Z digest=sha256:bcdad8b7b47045b127749bab4ffd5c3eedd82fc8d20b3a8056ba2dc9dfc380a3

Observation 10399c38-2c81-4c96-9631-8d37f115350c · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Xing, Hao Zhang, Joseph E

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:38.931257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.701312Z digest=sha256:c8d2ff29e4c06faf47a8b2534857af9de0c02f170c6987d85a80e53eb6accd30

Observation 35433146-82a4-41f6-a277-f6dfd458f085 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.923243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.704472Z digest=sha256:dd88c37addaf5c9ea133e2eb9f7e65e917af1d363af9f2f8df5be0d23d5cac78

Observation 93b47eda-514b-42c9-8afa-ff8154dc4212 · outbound

This paper cites Meyer, and Steffen Eger.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Meyer, and Steffen Eger

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:31:38.941241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.698437Z digest=sha256:207ab91692cff304a33e1b65f48778ae5048f01f8b0e8050adb14c0315e41aa3

Observation 909abd9b-028c-42f7-92fe-b16f2773e1c3 · outbound

This paper cites an unresolved cited work.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-08T16:31:38.914535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T16:31:38.707684Z digest=sha256:ca8692b588db469480166cb24f437ab34dc22a3e1fbd114fc7dbe791919b9950

Observation 21e5fe0a-f968-4da0-aae1-d8e8ec1fde5a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Evaluating Large Language Models Trained on Code

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.514729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.514729Z digest=sha256:36bb41bb27936fdc14ca9eff65d2ae7d3d275eac38ee18ade414a2e12edf161c

Observation 81b21440-3ee7-4b66-a13d-09cd647d13cc · outbound

This paper cites Mixtral of Experts.

Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering Mixtral of Experts

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T16:31:38.570816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:31:38.570816Z digest=sha256:07def04647058f7fb786eec035ffd49b17de61f23068815e4865b554fb76abc4

Pith citing papers

Observation b0bf9b93-84a3-4696-8c9a-dc533fb2cb45 · inbound

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation cites this paper.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:22.560982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.560982Z digest=sha256:6517cbaf1be65ae61723e774841adb7f0d174350a6dec3d70ef67890ec741082

Observation ac31a24c-c423-4aa8-bf6f-cc421c3367c4 · inbound

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review cites this paper.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T12:13:31.407675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:13:31.407675Z digest=sha256:aa5a60d9e19905a6c00ff82929b32b4057a95837b05ae9d3b6ff267b5462e7df

Observation 1a0d2f36-7f99-4b90-863c-425c93e235a5 · inbound

Querying Large Automotive Software Models: Agentic vs. Direct LLM Approaches cites this paper.

Querying Large Automotive Software Models: Agentic vs. Direct LLM Approaches Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T00:40:17.022076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:40:17.022076Z digest=sha256:15a3f0acab89eea29b0f8ac6e38022211e07ac9ddd7c5d126522ab35bf9af30f

Observation a2e97899-30c0-4865-ad11-be9784b177b8 · inbound

Evaluating the Use of LLMs for Documentation to Code Traceability cites this paper.

Evaluating the Use of LLMs for Documentation to Code Traceability Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-15T19:32:36.028070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:32:36.028070Z digest=sha256:a554a24cfe794158e773e2c1ede15c6be95a5c5698615be7bd4f2b38966db65c

Observation f548eb6d-8b09-4ea9-83a0-367b254dba3d · inbound

Spiritual-LLM : Gita Inspired Mental Health Therapy In the Era of LLMs cites this paper.

Spiritual-LLM : Gita Inspired Mental Health Therapy In the Era of LLMs Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T23:12:14.277116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:12:14.277116Z digest=sha256:bc02cf88f954560c469814f4d8e183f6d470fcaa45bfd7c6cbc3d26fcc29df67

Observation 9462f634-0751-458c-984c-38e6b37bddfb · inbound

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency cites this paper.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 77

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:55:22.740075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:55:22.623455Z digest=sha256:9d792450461c32f76d9dd998d69ead53061b3c5bbbd8836ee8c1f7d821ef8f0b