Paper Citation Record · LEDGER

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs

As of 19 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2605.23168.

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

pith.paper-citation-record.v1
2605.23168 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T04:38:18.169546Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T19:18:07.755940Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact3
verified fuzzy24
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60914d1c-71b9-4f2c-8226-8aefcaf83f9e · outbound

This paper cites 2022 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2022 , eprint=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.127719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 39746ce5-c739-4a73-8ff5-05d4b23e26e8 · outbound

This paper cites 2021 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2021 , eprint=

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.119523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 556d4bee-9322-46ab-bdb9-db9d5e065f4b · outbound

This paper cites Hashimoto , title =.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs Hashimoto , title =

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.193082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f39e80e9-6f12-476d-bb3d-90894e09f916 · outbound

This paper cites 2023 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2023 , eprint=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.197302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3661fd0c-19dd-41c6-81cd-6a52151ef633 · outbound

This paper cites 2019 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2019 , eprint=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:25:54.260055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6f05a907-216f-4d5a-b69d-6e1c68f472a8 · outbound

This paper cites Network and Distributed System Security Symposium , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs Network and Distributed System Security Symposium , year=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:25:54.268882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ac572527-d761-4e30-87b8-1c492793e3e7 · outbound

This paper cites ArXiv , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs ArXiv , year=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:25:54.264084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8dcd025f-90af-4094-ba48-156fc58a6a87 · outbound

This paper cites ArXiv , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs ArXiv , year=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.181918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9d502359-982c-4ec4-b23e-1db180c477af · outbound

This paper cites USENIX Security Symposium , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs USENIX Security Symposium , year=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.185990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c506a55a-b4a8-4b8b-a3ba-21e6a3b4a407 · outbound

This paper cites ArXiv , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs ArXiv , year=

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.172688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 02fe1923-18c5-4703-8d00-c89294f91fd0 · outbound

This paper cites North American Chapter of the Association for Computational Linguistics , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs North American Chapter of the Association for Computational Linguistics , year=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.169313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2532afd9-1418-4846-a482-07f20549c10b · outbound

This paper cites ArXiv , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs ArXiv , year=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.165779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c8658adb-c540-4f1d-9971-8b9fb42c78b9 · outbound

This paper cites 2024 , url=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2024 , url=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.159553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 395a319b-319c-43f0-8d21-31c3e085b54f · outbound

This paper cites ArXiv , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs ArXiv , year=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.124126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ed189d5d-b369-41b6-bfa2-d1f232f46968 · outbound

This paper cites 2024 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2024 , eprint=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.107931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 75ab40f5-89d1-4f66-986d-592ea1f1714a · outbound

This paper cites 2024 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2024 , eprint=

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.176388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d7b0cfcc-986f-46ed-9cdd-fbdd5c55eafb · outbound

This paper cites Proceedings of the 2025 ACM SIGSAC Conference on Computer and Communications Security , pages=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs Proceedings of the 2025 ACM SIGSAC Conference on Computer and Communications Security , pages=

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.111724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b40968d4-7ba6-458c-be4c-62ab900dc1c6 · outbound

This paper cites arXiv preprint arXiv:2601.19061 , year=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs arXiv preprint arXiv:2601.19061 , year=

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:40:23.729347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4903d2a1-f366-4426-8700-429d15c6ce17 · outbound

This paper cites Infini-gram: Scaling Unbounded n-gram Language Models to a Trillion Tokens.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs Infini-gram: Scaling Unbounded n-gram Language Models to a Trillion Tokens

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:40:23.735624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7a8e2ad3-0b6e-4cd2-973d-bfdd8fe56768 · outbound

This paper cites doi:10.5281/zenodo.12608602 , url =.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs doi:10.5281/zenodo.12608602 , url =

Reference 20

Resolution: verified exact; doi, observed 2026-05-25T04:40:22.923292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 160cb534-81a1-4a05-a59a-d7408e8a293e · outbound

This paper cites 2018 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2018 , eprint=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.149584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1ecdc23e-c918-40b3-9039-895fb4e6ac56 · outbound

This paper cites 2024 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2024 , eprint=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.135233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f3e8affb-96ce-419c-8151-5b179f5a1cde · outbound

This paper cites Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures , url=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures , url=

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-25T04:40:22.934130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0307de6d-40c0-4e3f-99b6-d3d39509b41c · outbound

This paper cites 2025 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2025 , eprint=

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.142722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 79b9580a-8303-44af-87e9-662da85686ce · outbound

This paper cites 2026 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2026 , eprint=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.146135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0fafb0ed-bb23-4e4b-be2d-c244cbab8f28 · outbound

This paper cites 2026 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2026 , eprint=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.131093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c73e016a-ad94-4231-a07f-d06bec03e3b1 · outbound

This paper cites 2024 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2024 , eprint=

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.138778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9126b88b-1aa7-4aba-89ff-4d9d09b96314 · outbound

This paper cites 2025 , eprint=.

PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs 2025 , eprint=

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T13:20:54.155983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation ebcdf818-cafd-4b75-a041-bcc7794d9d26 · inbound

ToxScreen: Detecting Whether an LLM Has Been Poisoned cites this paper.

ToxScreen: Detecting Whether an LLM Has Been Poisoned PoisonForge: Task-Level Targeted Poisoning Benchmark for Instruction-Tuned LLMs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-30T19:18:07.755940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.