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Paper Citation Record · LEDGER

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA

As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2509.09715.

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

pith.paper-citation-record.v1
2509.09715 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:18:44.791907Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

24 of 24 outbound references displayed

  • verified exact5
  • verified fuzzy2
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b6be8b32-ebd9-4f66-acc8-98724e0fec8a · outbound

This paper cites Evaluating Open-Domain Question Answering in the Era of Large Language Models.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Evaluating Open-Domain Question Answering in the Era of Large Language Models

Reference 1

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no resolver link, observed 2026-08-04T22:18:42.765424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:42.765424Z digest=sha256:0dcba4218e3512eb379f96896cf6e108af103cf23783efbd85cbd2046f97473a

Observation a574463d-4db6-463f-9acc-c927ec00bfdd · outbound

This paper cites an unresolved cited work.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Unresolved cited work

Reference 2

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:42.878666Z digest=sha256:0634e759df297e5ce0eca1113f4cb01ddb7138a0fcd6490ac44d6f08bc3c6f0e

Observation a4913287-2301-4405-a3d0-25809dc5cfc3 · outbound

This paper cites Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks

Reference 3

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no resolver link, observed 2026-08-04T22:18:42.949054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:42.949054Z digest=sha256:4c89ee9a41f41fb29b65a6d4f796934bb61bf43c7e1bbdcc538567a9f4ef8c21

Observation 0df7d60c-c29f-471f-8e0d-b9ffe0f3c2f7 · outbound

This paper cites an unresolved cited work.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Unresolved cited work

Reference 4

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unresolved
no resolver link, observed 2026-08-04T22:18:43.022629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.022629Z digest=sha256:34ea595b0915cc89ee272b8e9bd51a6610e0b4e69751cd48cb91133b2d5c73c5

Observation 6a8ad2ed-f9af-4b53-ab80-9efb5e6734de · outbound

This paper cites On Faithfulness and Factuality in Abstractive Summarization.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA On Faithfulness and Factuality in Abstractive Summarization

Reference 5

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no resolver link, observed 2026-08-04T22:18:43.084122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.084122Z digest=sha256:97fccd93048ab5e09d22a5b90bd93494fa5907b29a8a8ef4bf508e5dc0ce8372

Observation d24de2c0-9941-4064-8e58-6ffb4d827f04 · outbound

This paper cites Govil, H.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Govil, H

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:46.242078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:43.198231Z digest=sha256:d78d534a513b3c52717caf1c460c3a80fafffc0b21ad82485878da9abb8c3061

Observation 88eee126-afdc-4c20-bac5-246d7778022e · outbound

This paper cites Survey of Hallucination in Natural Language Generation.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Survey of Hallucination in Natural Language Generation

Reference 7

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no resolver link, observed 2026-08-04T22:18:43.287658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.287658Z digest=sha256:f3a1fe56ccc72cb753d8d79f2f594af4930d379d609cf1d0f3147fa3672be185

Observation b4a6978d-4810-48f6-84b6-dae28c19e711 · outbound

This paper cites Huang, X.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Huang, X

Reference 8

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no resolver link, observed 2026-08-04T22:18:43.367241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.367241Z digest=sha256:9980135467a13307952fdd357ce907af76fecf53124457c8e377fa31160d6775

Observation f618e602-033b-485e-8bfe-c48d9bc60dae · outbound

This paper cites Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem

Reference 9

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unresolved
no resolver link, observed 2026-08-04T22:18:43.463462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.463462Z digest=sha256:ae82fab109ff12dfaa306422f14ba5726a625bdd2d3f8d2ad136b5fb1f941571

Observation c8a7c455-7992-46a3-b654-71b111f18746 · outbound

This paper cites A Survey on Symbolic Knowledge Distillation of Large Language Models.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA A Survey on Symbolic Knowledge Distillation of Large Language Models

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:18:45.733381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:43.562429Z digest=sha256:bed257e8ee5e400fde39ff5479fba724c17f1d7b0475f612eab886dd4a1f02d9

Observation a7015751-3cf9-4e52-8bdb-8f8de4b6ede5 · outbound

This paper cites Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks

Reference 11

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no resolver link, observed 2026-08-04T22:18:43.636806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.636806Z digest=sha256:b8dc5b75ce078aaaf8a1757fab36deac6741a408053f4615cb42e06a2498a0e2

Observation af0eafb0-43e3-4ec8-8889-3c0fe70e004e · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:43.740485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.740485Z digest=sha256:0330882f8a65b3cf76ca7c0bd06f85647bad5363a210be798e061966e1c2fa14

Observation 228ea1e2-5788-432c-98ae-c894f7267fbc · outbound

This paper cites Reducing Quantity Hallucinations in Abstractive Summarization.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Reducing Quantity Hallucinations in Abstractive Summarization

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:18:45.607518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:43.835111Z digest=sha256:168b68e9f0fa45947f2bb795e63813f4a4d14e525e756d4afb61a97726e0ce9c

Observation da6a4c85-28e7-4649-b44e-3df23c2d1740 · outbound

This paper cites FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization

Reference 14

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unresolved
no resolver link, observed 2026-08-04T22:18:43.891818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.891818Z digest=sha256:f2a2f647c5884ef3d0b7834f28df66b5d73cee67e2ab7046f6b4c17a9dd20358

Observation a5edd221-edc6-4ec2-bba9-cd6770c2b83e · outbound

This paper cites LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Reference 15

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unresolved
no resolver link, observed 2026-08-04T22:18:43.973456Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:43.973456Z digest=sha256:2bf66655ea302ecd84fd8049f8c57579a7ac1e4e888513e1e58a876fa998975e

Observation 7dbe9493-14f0-44dd-a768-1177c13b126a · outbound

This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA TruthfulQA: Measuring How Models Mimic Human Falsehoods

Reference 16

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unresolved
no resolver link, observed 2026-08-04T22:18:44.092717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:44.092717Z digest=sha256:ac4aadcc3723a2d58170d1fbb3601222edb58dd321591e1b5d727a889d9c64d2

Observation 33d4ea83-1633-4ada-866a-7f811392355a · outbound

This paper cites HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:44.151647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:44.151647Z digest=sha256:8400f0476173eb2dbbf3c2c97e5c0017237ac04702401a4f14bc4eb01f49a86b

Observation f1423c7c-4288-47f9-9b25-a65cfed6291f · outbound

This paper cites Exploring the Relationship between LLM Hallucinations and Prompt Linguistic Nuances: Readability, Formality, and Concreteness.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Exploring the Relationship between LLM Hallucinations and Prompt Linguistic Nuances: Readability, Formality, and Concreteness

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:18:45.421480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:44.226244Z digest=sha256:29a7c51577424e49fcd6205339b988064111b0145f28d86b9006da47f6845659

Observation 1f37f613-373d-4467-b7ac-c193e276912f · outbound

This paper cites Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:18:45.292033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:44.309585Z digest=sha256:f4a27eec4b84f7d8046731ab77f8d782d8d69b2bd8be8df68f50ffe631d372e3

Observation 2f1192c7-a753-48da-8a6c-193ae88665ab · outbound

This paper cites Strong hallucinations from negation and how to fix them.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Strong hallucinations from negation and how to fix them

Reference 20

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verified exact
local_arxiv, observed 2026-08-04T22:18:45.153154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:44.408222Z digest=sha256:f56e43301096009c448eece1eb196fdb8258935a91995cbca5a1ea8ec0ae1ad0

Observation cc1b39af-0828-4571-9732-d1667f0fbafd · outbound

This paper cites Joshi, S.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Joshi, S

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-04T22:18:45.997456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-04T22:18:44.501327Z digest=sha256:0c7654688bb72683c76a03657686035c5904b858e16528efb4380564fc6bad1e

Observation a15c71b3-b44d-49c8-8f48-ef98d601d7db · outbound

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

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Gemma 2: Improving Open Language Models at a Practical Size

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:44.587920Z digest=sha256:bc8fa18d39f2948dda46020f85df10c39bb34c95d9a0d16420e76ca7aee5d331

Observation 69e580f3-933d-4b9d-85cd-f3d7000bbe1f · outbound

This paper cites Gemma 3 Technical Report.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA Gemma 3 Technical Report

Reference 23

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no resolver link, observed 2026-08-04T22:18:44.686632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:44.686632Z digest=sha256:a90e3501663e2e5748e8cef78637c3756baa8143461b99f5fde58a12c2b74cad

Observation 64bae72e-6f2d-45e3-a86e-bcd48d11aca8 · outbound

This paper cites AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders

Reference 24

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unresolved
no resolver link, observed 2026-08-04T22:18:44.791907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:44.791907Z digest=sha256:f394d0faecd355893788d1056937bf41e7dbf724d55fc79a000c7d749052f03e

Pith citing papers

No inbound Pith citation observations are available.