Pith. sign in

Paper Citation Record · LEDGER

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs

As of 18 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2506.18628.

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

pith.paper-citation-record.v1
2506.18628 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:59.021319Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04c6aa49-bf4d-41f0-8231-0e749e77812c · outbound

This paper cites In: EMNLP.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs In: EMNLP

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:01.773057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.094742Z digest=sha256:07b20c2a2e23356095cc22386ad2162f8fc511140d9071ea40c90189af050a0e

Observation 36a2efab-0a1b-489f-8d66-a57b3775e72c · outbound

This paper cites an unresolved cited work.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:21:01.384744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.324798Z digest=sha256:84cf213442373d53b67157e7b0da5627be6fd1e0a914fd22125a4ba9624913d7

Observation 9fcf5875-5bb5-4a87-b68a-2823d82a65e1 · outbound

This paper cites Nature630(8017), 625–630 (Jun 2024).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Nature630(8017), 625–630 (Jun 2024)

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:01.234797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.426559Z digest=sha256:68cdcbf50cefe825a8f6781443227c2a6d3dbea91e473f7108795961d1f78833

Observation 930bbbfc-72ee-4a0f-846f-d662ffd40eda · outbound

This paper cites In: SENTIRE at ICDM’2024.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs In: SENTIRE at ICDM’2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:01.066800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.515071Z digest=sha256:dc41b7f6f04853b38b5f19c21991f8413bad6000cdaeae0667b573047c1f8cb1

Observation 908f5f85-53c8-4784-9d84-7d67d006b716 · outbound

This paper cites Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:57.647659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:57.647659Z digest=sha256:b189d65226a93f6a01b6795ae3196c96a1683b2b2d89c5dbe3969733950c76ac

Observation e69d52da-4921-4ca5-8c89-a954c7e8b766 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Gemma 2: Improving Open Language Models at a Practical Size

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:57.738473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:57.738473Z digest=sha256:a6afa3c00c921606ab46e27ecb4cc89780b20ccc39e926a3d5404f9ab8e50c53

Observation 2d082982-ceb7-4e6a-ae4c-c45d6aa00bbf · outbound

This paper cites ACM Trans.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs ACM Trans

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:00.934535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.834655Z digest=sha256:f542b23a5cf0b8a97b8741d3a886a5376e3bb8ef661d34e5bec5a0dc3c483d2e

Observation 8997b9d9-4527-485f-9194-247aa58465b1 · outbound

This paper cites ACM Com- puting Surveys 55(12), 1–38 (Mar 2023).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs ACM Com- puting Surveys 55(12), 1–38 (Mar 2023)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:00.662794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.989987Z digest=sha256:4c6486ca20fe1ddfe9b543bb3e708b306b2495e93fc8b5858498fe05f0ea17a9

Observation f5da7e7c-0855-480b-ab65-82486e8afafe · outbound

This paper cites Continual Training of Language Models for Few-Shot Learning.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Continual Training of Language Models for Few-Shot Learning

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:58.117215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:58.117215Z digest=sha256:2478d0111546ac672964bb8d5dc8c8efd72c64625ec9dd162707c7de19e22114

Observation f5f57ffb-72c1-4fd8-bde7-b52585100399 · outbound

This paper cites Information Fusion 99, 101861 (2023).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Information Fusion 99, 101861 (2023)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:00.477849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.217883Z digest=sha256:d1056bc7772256ad6f48f181d6ba646f9f2684a9ef56300ec258398fbfa3bd90

Observation bf9c8499-f660-4430-84ae-c906d79c74a6 · outbound

This paper cites Journal of statistical software36, 1–13 (2010).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Journal of statistical software36, 1–13 (2010)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:00.177179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.266751Z digest=sha256:e437902cc00c4c357752631ef008a891deff9b3973e078d82b8495af1a7b249c

Observation 1d116ed4-5423-4d20-94fc-32c8900bf498 · outbound

This paper cites Transactions of the ACL7, 452–466 (2019).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Transactions of the ACL7, 452–466 (2019)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:00.039990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.301495Z digest=sha256:5cece0cfd4cd5a3f0e99e9657d5e125e81e37bdad86022c4f43433ae99198fab

Observation fde13c38-a568-48ad-a790-01abac6dca68 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:58.405685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:58.405685Z digest=sha256:4d8fc7f181588e579218909ce8f8de9354e02494605dee82e1d299bc34771363

Observation 40772ef0-d13b-401f-9eb7-7cd4aa389e42 · outbound

This paper cites SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:58.484433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:58.484433Z digest=sha256:2e3bdd5d15560eaa69731c2ddf2360a7cda636166e3bbbf44278ef116f0bba99

Observation c556230e-a28d-4899-9e8b-ba4570eff6d6 · outbound

This paper cites an unresolved cited work.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:20:59.823196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.585801Z digest=sha256:0bf99098b3e33c3957bcbb29c8fa1f05196e0c3d0b20eb82844bf86ab6a1b23a

Observation 9eab0080-7c83-419d-be63-600594479543 · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2023 (2023).

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs In: Findings of the Association for Computational Linguistics: EMNLP 2023 (2023)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:20:59.614319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.694379Z digest=sha256:e2da5215b9f61a452c884a0a35f060752c7351061d70855f383162d64a65d222

Observation 50955d35-b123-4ef2-84e5-3828ff482b9f · outbound

This paper cites In: ACL 2017.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs In: ACL 2017

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:20:59.400420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:58.811493Z digest=sha256:34910a91eda0473ded1f572a5d42f7a1ae7a174a627d06495d24525969798ffa

Observation 9b4aa01d-157e-47d2-9aff-43d3995a5547 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:58.938787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:58.938787Z digest=sha256:4739a9a95d6a86551e720f328eedc70d05f047cb2346b7f924519815322862c3

Observation 36e7b468-4d26-4e0d-a3b5-c09023014790 · outbound

This paper cites A Survey of Large Language Models.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs A Survey of Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:59.021319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:59.021319Z digest=sha256:7ffa300eec1689276965d8eca2ce12f4cb30c22f6e0f2215824e2e4a62bc2cfb

Observation c9f97635-f11a-4608-a8eb-65e8f474dff7 · outbound

This paper cites an unresolved cited work.

AggTruth: Contextual Hallucination Detection using Aggregated Attention Scores in LLMs Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:21:01.593625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T23:20:57.202305Z digest=sha256:d51efc971c5cb00206c2eef7c6c1b2fb21377850434f2081e24c82d71b5a394f

Pith citing papers

No inbound Pith citation observations are available.