Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:37:43.548098Z
Paper Citation Record · LEDGER
Safety Alignment Should Be Made More Than Just A Few Attention Heads
As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2508.19697.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
47 of 47 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved46
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2f0db360-d9df-48fc-a8fc-0ccb53ccffb2 · outbound
This paper cites online" 'onlinestring :=.
Safety Alignment Should Be Made More Than Just A Few Attention Heads online" 'onlinestring :=
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.370565Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee522488-cb6b-424a-b8d9-f5d6ed322cb8 · outbound
This paper cites write newline.
Safety Alignment Should Be Made More Than Just A Few Attention Heads write newline
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.375156Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbf360ed-f73f-4a54-b457-2fbdede8c56c · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.995132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 33e08d33-d1b9-49ef-9954-45bcf481a3b1 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.983272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3890f5aa-a57b-4e53-a2c9-ec2276449844 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.972072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2340688c-68f1-47d7-9df7-5b3789607e97 · outbound
This paper cites Qwen Technical Report.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Qwen Technical Report
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.391804Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc99735d-c804-462a-bbdd-824e43830d9e · outbound
This paper cites Constitutional AI: Harmlessness from AI Feedback.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Constitutional AI: Harmlessness from AI Feedback
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.396680Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99c1db3a-5030-4530-b662-56a8b3255896 · outbound
This paper cites Mechanistic Interpretability for AI Safety -- A Review.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Mechanistic Interpretability for AI Safety -- A Review
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.400981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96a73003-c310-4570-82bf-ccbd335b576e · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.404985Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17b2eaea-7818-44ba-83e3-8859ba1b4f8e · outbound
This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Jailbreaking Black Box Large Language Models in Twenty Queries
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.408604Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3da2100f-8afc-441a-916b-03a31ac157a0 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.951921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 749448b3-b5b4-4abe-8e1b-bf720f066d7a · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.940259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1819d16f-6082-44e9-b218-b110beeabc06 · outbound
This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.
Safety Alignment Should Be Made More Than Just A Few Attention Heads KTO: Model Alignment as Prospect Theoretic Optimization
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.422181Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a61467d4-8f54-4310-9c2b-f00141d2d915 · outbound
This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.425698Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c1ce44a-b628-424b-b5a7-47c2dadec837 · outbound
This paper cites Gemini: A Family of Highly Capable Multimodal Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Gemini: A Family of Highly Capable Multimodal Models
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.429232Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f9913a-6b35-4c56-ab9b-63e86dac1aa5 · outbound
This paper cites AI Alignment: A Comprehensive Survey.
Safety Alignment Should Be Made More Than Just A Few Attention Heads AI Alignment: A Comprehensive Survey
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.432516Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 755c308a-0d01-4d06-baf0-3b73067290d0 · outbound
This paper cites Global Challenge for Safe and Secure LLMs Track 1.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Global Challenge for Safe and Secure LLMs Track 1
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.435885Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d21299f6-9a59-45c3-a555-22d9333a54c9 · outbound
This paper cites Alignment of Language Agents.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Alignment of Language Agents
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.439457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34129e46-bc3d-44ee-906a-0d90bf20b054 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.929646Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1f490a5-886d-44a7-ae8a-6e568a64fc81 · outbound
This paper cites Scalable agent alignment via reward modeling: a research direction.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Scalable agent alignment via reward modeling: a research direction
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.446319Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa2d30b3-2544-4849-8108-0fedc37c5b3a · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.919046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3957d80e-55c7-4401-9e8a-66e17fed6c98 · outbound
This paper cites Boosting Jailbreak Transferability for Large Language Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Boosting Jailbreak Transferability for Large Language Models
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.453506Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7011578b-5ab1-464c-9dd3-faf3565f6261 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.907724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e46496cc-b47b-4f0e-8a7e-c41841a1455a · outbound
This paper cites The Llama 3 Herd of Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads The Llama 3 Herd of Models
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.460729Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b17ea8d6-8033-4a3d-92ed-fd618d74b409 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.464650Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e51253-fb1d-42b4-8f67-1aab142f6939 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.888858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c759547f-2e66-4a45-8447-604c8d1c58f2 · outbound
This paper cites do anything now.
Safety Alignment Should Be Made More Than Just A Few Attention Heads do anything now
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:37:43.877789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 52c3d3f1-4ddb-4cfb-9985-c9454583e8ff · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.867150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7f79a776-8125-4712-a9f4-99015a8a7eba · outbound
This paper cites GPT-4 Technical Report.
Safety Alignment Should Be Made More Than Just A Few Attention Heads GPT-4 Technical Report
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.481527Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75605a39-860b-484b-b8c7-14789859144c · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.485281Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f226fb92-e79e-438c-a2e5-d7262febd8df · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.851532Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41a6345b-6f57-447f-83e8-d871ae8e5943 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.494720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34c4cc30-0737-4710-9c1f-e0e9781371b6 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.498166Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6959a29b-c4ee-4f75-9377-c536877b3439 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.831227Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7d870a98-21af-4cd9-8a96-30f09776bfed · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads LLaMA: Open and Efficient Foundation Language Models
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.504649Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87fd86f2-7e25-443a-bbb4-fd89b7236ea1 · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.508165Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59fa80b8-2c9e-43ea-a5f8-b0db45b9712a · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.511743Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7c62e7e-84bc-440c-a000-d63f3e0c3c0e · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.815536Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation beff1533-009d-46c9-8f7f-4a7742927594 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.804145Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9c9b5235-6194-4b40-a472-c9989183acf2 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.522457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa578bb8-1d23-4068-a9d9-1872e8ec44c1 · outbound
This paper cites Qwen2.5 Technical Report.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Qwen2.5 Technical Report
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.526287Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82149382-0843-4504-9649-69c6f09cfdc7 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.529782Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96b6ea07-1cd3-4e75-b83b-4764bdfc01de · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.787250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a44ed90-9335-452d-8a3c-b35b33784fe5 · outbound
This paper cites Attention Heads of Large Language Models: A Survey.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Attention Heads of Large Language Models: A Survey
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.536871Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 968addb9-f8db-4899-8ebf-5ae3809360d8 · outbound
This paper cites an unresolved cited work.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T15:37:43.775138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec718fdc-c8aa-40c8-8729-f3204a5b8bd1 · outbound
This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Representation Engineering: A Top-Down Approach to AI Transparency
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.544334Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 423a92bd-d634-42bf-90cf-85d65baeb9ed · outbound
This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.
Safety Alignment Should Be Made More Than Just A Few Attention Heads Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:37:43.548098Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.