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Paper Citation Record · LEDGER

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance

As of 15 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2412.19610.

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

pith.paper-citation-record.v1
2412.19610 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:13:03.769680Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a4c79d4e-30d3-482b-a014-c4a7b5a4f60c · outbound

This paper cites Speech Technology Mag- azine, February.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Speech Technology Mag- azine, February

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.921524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.731140Z digest=sha256:1a1343c51b67d1bf6600336c15526f0f5ad02162ddb2c4558beeb9ada64d8e75

Observation 7f2a4991-f47b-40f3-9a9d-ea4a6a7badd5 · outbound

This paper cites Beyond Generative Artificial Intelligence: Roadmap for Natural Language Generation.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Beyond Generative Artificial Intelligence: Roadmap for Natural Language Generation

Reference 4

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T00:13:03.843892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.739127Z digest=sha256:6f4fd004846219568fc10bedf799d6ddbf1bb5185a9c4f6ace9a56bef8adaf94

Observation 4bd661ca-792c-444c-990d-51d134262312 · outbound

This paper cites Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview

Reference 6

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T00:13:03.827876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.748315Z digest=sha256:52de908542b6b25fd5a8391ddc384800be5da44b2a6690a45a418d31badfac9e

Observation 4c24f759-ade6-4681-8853-dd5e0962af55 · outbound

This paper cites an unresolved cited work.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:13:03.890154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.752213Z digest=sha256:a79a0dc5d49ca7f46c64849863de278f4b5d245fb56b1589de1059dbe831e841

Observation 2cae5cd4-ef43-4a77-838b-40c91ce6f323 · outbound

This paper cites Martin, Borja Navarro-Colorado, Antonio Ferr ´andez, Armando Su´arez Cueto, and Elena Lloret.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Martin, Borja Navarro-Colorado, Antonio Ferr ´andez, Armando Su´arez Cueto, and Elena Lloret

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.910723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.735144Z digest=sha256:be838e70ff7b816c10fa5856bd9cc50394d66979c76f11ccfcf9a5aacfbf266c

Observation 6979fa29-c25e-4d3b-8031-92278fb01a1e · outbound

This paper cites Accessed: 2024-12-27.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Accessed: 2024-12-27

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.865976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.763155Z digest=sha256:bd88064081f503209e4518e1c22089e66ca5b1b311ee238dd9250b40f9da95ee

Observation 911d33fc-dd81-4709-ba72-4d992da4b609 · outbound

This paper cites Accessed: 2024-12-24.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Accessed: 2024-12-24

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.855065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.766323Z digest=sha256:26d6ef9b6e18c99a9593b5368abc4db31265485d8bb5faa9c679401a77d055a6

Observation dd08af30-43b9-4aff-840d-a0abaca5fec5 · outbound

This paper cites an unresolved cited work.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:13:03.900636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.743947Z digest=sha256:635318f95804fc0014c70a92e90d30da97882ff67817aed602fd4db3f6bcbde9

Observation 91569364-fdc7-4177-8f51-8c7df63217c6 · outbound

This paper cites OpenAI Blog.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance OpenAI Blog

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.877752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.755729Z digest=sha256:31361f1c3be4dc931e7bf7960d0b859bca172229994e3a679907396dbb7cd495

Observation 07e34188-8fc4-4b62-9bdf-3b33be19d9b5 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-11T00:13:03.759232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:13:03.759232Z digest=sha256:d16ef576d0e0f00ddcdd1875257c04bc69002cebe94b3bca36dc7c7ddc1beeb9

Observation 539b8cfc-b16f-4208-b22a-72f3dded7e88 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance LLaMA: Open and Efficient Foundation Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T00:13:03.769680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:13:03.769680Z digest=sha256:ad75b7e5971f50fc5e80bb2373e3799a235ee0b4a2a7f841cbf2cfe1ef0fad40

Observation 2bb877d3-1dfa-4fcb-9ad7-cefa7eb552f9 · outbound

This paper cites Jour- nal of Artificial Intelligence Research, 59:1–25.

Machine Generated Product Advertisements: Benchmarking LLMs Against Human Performance Jour- nal of Artificial Intelligence Research, 59:1–25

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:13:03.932991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:13:03.726460Z digest=sha256:7fc1d21d1afba21543b27dfb2e8efc4622b004942310f10729fed6d512b08577

Pith citing papers

No inbound Pith citation observations are available.