Pith. sign in

Paper Citation Record · LEDGER

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 5 inbound Pith citation observations for arXiv:2501.02688.

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

pith.paper-citation-record.v1
2501.02688 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:12:10.025780Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:44:55.391452Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T01:19:20.256751Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e9e792a-ad1d-4660-a13e-a29623f32e8a · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.496121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.611091Z digest=sha256:34c9255dbde1eccd60fbd5b44044b06aacc55ea2804cfb37a328170e71a1278b

Observation ac64d724-5ca1-4070-89cd-e1e1c69d7757 · outbound

This paper cites Targeted Angular Reversal of Weights (TARS) for Knowledge Removal in Large Language Models.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Targeted Angular Reversal of Weights (TARS) for Knowledge Removal in Large Language Models

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T22:12:11.028983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.634810Z digest=sha256:864000453af091851d6aad452720335949f7d5443f7f479db7c4be541a78d746

Observation 10bd4e7e-dae1-4bf2-99b9-b17c9045e8b3 · outbound

This paper cites The Llama 3 Herd of Models.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head The Llama 3 Herd of Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.654862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.654862Z digest=sha256:1e8f02074b9da99d206b32bb01303f8ba6e20091bef61fa993a78aeb7468002a

Observation d065306b-be2f-46c8-9022-8d41e4db26b1 · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.462007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.704756Z digest=sha256:da496c085985515f3408b274a4aee9a6ff0bad1fa8c745a24dfabb5af4669220

Observation 6d04ac8d-bc34-417d-b0cc-f4d4ba53578a · outbound

This paper cites Toy Models of Superposition.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Toy Models of Superposition

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.746929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.746929Z digest=sha256:edeccc2187f10a470769aa7f8b983dbb2bae5b1d90c05d00da4d88fdd4a2ec6c

Observation f5d70652-fa2d-4598-aa7a-68b4a440e8d9 · outbound

This paper cites Scaling and evaluating sparse autoencoders.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Scaling and evaluating sparse autoencoders

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.788924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.788924Z digest=sha256:1fdb153a907aba8a61807ace87c2bfc3a7b0955de700870a6ebefcc36d819528

Observation 6a2186de-82a7-4bd0-af6d-2cd0cf24cbdd · outbound

This paper cites Finding Neurons in a Haystack: Case Studies with Sparse Probing.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Finding Neurons in a Haystack: Case Studies with Sparse Probing

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.831365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.831365Z digest=sha256:20e3232d3f93803108dbb7c4fdcb0852b3287099cdcf3c278111b861621a64f3

Observation 4cabddd5-0413-437f-b423-aa1b2b3d9ec0 · outbound

This paper cites GPT-4 Technical Report.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head GPT-4 Technical Report

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.847345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.847345Z digest=sha256:7eb9482326f625122abdc41a9bc574d6f750504050c3b92597e1924bf4f863a9

Observation a6f5b370-77c3-417f-a981-8978a41b9f26 · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.424946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.868297Z digest=sha256:1fbffa91ac875a1421f4c25de87f134ed5ca7cb3bb62e1432666c2c587f5bdc4

Observation 2c1cecc1-0282-4272-ad15-1c86d170cbc4 · outbound

This paper cites Improving Dictionary Learning with Gated Sparse Autoencoders.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Improving Dictionary Learning with Gated Sparse Autoencoders

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.884832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.884832Z digest=sha256:1960130681006dce6b15f46d4272cdf2f29805e5d28c2389e1ce15c754ca8288

Observation eb818aa1-d80b-4103-bddd-383b57f3674a · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:09.921257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:09.921257Z digest=sha256:9437951c1110c2fb7578cc28f50de87e288c03237545309ce4df20f6b69b0495

Observation 1d77935c-ad94-470d-8bb4-2eea9de7c24f · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.384861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.944871Z digest=sha256:9b31e0cfc12a72b985b5f1f0f743469a0c42d1a36fba003f0ff022a793395f70

Observation 2546b259-dc4d-462c-8391-60d2002578e0 · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.264757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.969245Z digest=sha256:bd1db37b58892454b0992defe44cc56571da43a2688075029fbcd2688bf93b23

Observation 87458d74-4ffe-4ca4-b123-542783770ed5 · outbound

This paper cites an unresolved cited work.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:12:11.159854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-10T22:12:09.988988Z digest=sha256:bb2e6459cbc47a280c8ce0e28bb40d7efc4729d3a31f848213fa2075ade97a0b

Observation 0bf5226d-0fa2-4c29-b25d-0dec5170fca6 · outbound

This paper cites online" 'onlinestring :=.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head online" 'onlinestring :=

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:10.005901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:10.005901Z digest=sha256:8339c7bdca9f21009db7eb54754069eb09a3ce2ac58dde4cec79b1345b84ff92

Observation e7d273f4-7867-4ff9-b108-0641fae73964 · outbound

This paper cites write newline.

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head write newline

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T22:12:10.025780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:12:10.025780Z digest=sha256:727f12654885ec01614af6c900bf90bf4bd6ba43655add05844f6132846ff483

Pith citing papers

Observation 3e387ea4-eb72-4cc5-9931-40d0cff0ecb5 · inbound

Steering Conceptual Bias via Transformer Latent-Subspace Activation cites this paper.

Steering Conceptual Bias via Transformer Latent-Subspace Activation Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T18:44:55.391452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:44:55.391452Z digest=sha256:a42cea05c4ed5e6d1e4084cd3e555abcb26ec1c57194fd12ddd904a7d284a2f6

Observation 57e30a1d-a643-4a57-b8a0-52b6cff2489d · inbound

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning cites this paper.

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-21T16:25:21.198098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-21T16:24:58.892475Z digest=sha256:9adf52348ee823fd8c28afe9796a641f4eaea5e5e400828b82568c78a2a8012a

Observation b6f8cda5-fdcf-4cc3-9556-4f88715baca9 · inbound

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning cites this paper.

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-03T13:11:01.018894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T13:11:01.018894Z digest=sha256:ba415eade8a0b2c9d01ed4a3ccb8b47b5c80398b7de9d6297970e87622cd5aab

Observation fd5c7d5d-2aeb-45f2-9b88-cc2b911b1cf6 · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-20T13:38:19.147959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T13:36:44.071188Z digest=sha256:c14f8908011c4d001ba5d7e16a4aedbee9963922c31bd1478574261845cd644e

Observation 069dbc34-8fae-47de-b006-b9930c221f7f · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:19:20.260285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-07-04T01:11:42.073993Z digest=sha256:147743a1a6aa311f19ba33bdc3b55ed4a63c82dafebc73401d7b5573f8669641