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Paper Citation Record · LEDGER

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2505.18240.

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

pith.paper-citation-record.v1
2505.18240 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:40:24.866756Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T18:03:02.253422Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T18:03:10.156492Z

Reference resolution

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5c8e06d0-6b2f-4670-a80d-b0f82bb62733 · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:26.922637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.130310Z digest=sha256:7fd6c5327c39ffa01474db86a17eb10466dfb61889d6c8775c98a7011f12a572

Observation 81c958ac-a3e8-4515-94ef-c47324c66a24 · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:26.731546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.226465Z digest=sha256:e7e32e6daf1476199398e0a9214b47f03b8b6feef294ae73771ea5adc855c529

Observation c8a87e60-ede1-44c0-a23f-e0a8f0604e34 · outbound

This paper cites No Text". Make it concise.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback No Text". Make it concise

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:40:26.590966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.348844Z digest=sha256:9ae512c648a517dfb063a54e99847df3e609f9b00fed302e6689a86a5b2ce4ba

Observation a66f3f53-4b81-4b37-b897-32c2d98d4c29 · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:25.483889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.866756Z digest=sha256:b5e12876365be9b6f58d65f06712268206e97588155818ed90dbd1457ef3ecb1

Observation 282dbda4-f298-430f-afa2-174bb28cd4e5 · outbound

This paper cites If you feel that there is no redundancy in the slide and it is concise, respond with the following sentence:.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback If you feel that there is no redundancy in the slide and it is concise, respond with the following sentence:

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:40:26.378823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.453223Z digest=sha256:854bba219122b37ae26a1785648ab994b3ad1c042a7b83d6279417327124a279

Observation dff30424-901d-4804-9104-441765c0626b · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:26.129935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.589007Z digest=sha256:f2ba2a91e45626b5a58b58dcede6aecc6e8630abf8dddf23133ec995b4440a01

Observation 08867de6-6e18-4e9e-9b91-7f6e464bf9c1 · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:25.931890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.660521Z digest=sha256:d54418604ccf46a1c707a69c9fdefeb26ccdde1140b7c465973652dbd15e4636

Observation 5663be4d-0a49-4f15-8d99-db8092520e87 · outbound

This paper cites an unresolved cited work.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:40:25.682764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:24.766905Z digest=sha256:6617feefb59dc12c577355b82303d6721c2d9440a89962b1023bb8896607e8bc

Observation e9b68ef0-1a75-46aa-ad41-6d8fcabfa9e4 · outbound

This paper cites InProceedings of the 57th Annual Meeting of the Association for Computa- tional Linguistics, pages 2748–2760, Florence, Italy.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback InProceedings of the 57th Annual Meeting of the Association for Computa- tional Linguistics, pages 2748–2760, Florence, Italy

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:40:27.121457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:23.706791Z digest=sha256:944bd776cd3ae330af4ecf2015eca582dac1990f68a1cf0eb9cc5ad8e03776a4

Observation dda7cc97-7918-4e8c-b6c9-0a12e0a2c4d4 · outbound

This paper cites On the Limitations of Reference-Free Evaluations of Generated Text.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback On the Limitations of Reference-Free Evaluations of Generated Text

Reference 2021

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T14:40:25.214827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:40:23.825394Z digest=sha256:112f4e7219696d1642a932227cb485e30a46f171371251c94925fc0ad0d35955

Observation 297ee986-5313-42cc-b4a1-847cc68f8219 · outbound

This paper cites ChatGPT as a Factual Inconsistency Evaluator for Text Summarization.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback ChatGPT as a Factual Inconsistency Evaluator for Text Summarization

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T14:40:23.939226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:40:23.939226Z digest=sha256:bef98e4a7c9074ff8ec5578e425ef15c4705a5bd86b08f93817ea102019d6ad9

Observation f04fe489-af47-41dc-94ee-4a02abd50de9 · outbound

This paper cites FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction.

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T14:40:24.019986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:40:24.019986Z digest=sha256:ab7489927099a730d7cc8a16ca80c101ef2a9c898eb577f7d66032fe0fbe69ea

Pith citing papers

Observation 6c47ffb1-21fe-4dd0-89d4-186cc6bb2ec9 · inbound

DeepSlide: From Artifacts to Presentation Delivery cites this paper.

DeepSlide: From Artifacts to Presentation Delivery Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-19T18:03:10.161948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T18:03:02.253422Z digest=sha256:e5b6543327576752e5b80e71bfb4a8e684388215919ad0f8c3205b7f5f27266f