Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:19:54.138192Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2507.13858.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:19:54.138192Z
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
33 of 33 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1ef1275a-4533-459a-a095-935891fe43fc · outbound
InTraVisTo: Inside Transformer Visualisation Tool Evaluating large language models as agents in the clinic,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3a33212-e8af-4a0f-9e6e-06c3f156b56e · outbound
InTraVisTo: Inside Transformer Visualisation Tool BloombergGPT: A Large Language Model for Finance
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61e120f6-8395-4814-83c9-47ba4deddcc6 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Training Compute-Optimal Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43a24bee-3034-4d8d-be9e-96adbf596704 · outbound
InTraVisTo: Inside Transformer Visualisation Tool GPT-4 Technical Report
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 773badbf-3898-49fa-a6ea-821f27ee9b45 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Attention is all you need,
Reference 5
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 7fd86f08-e8b1-46fd-8c73-f0321fd3d109 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Survey of hallucination in natural language generation,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31173789-7639-471f-8665-bc1d959b977f · outbound
InTraVisTo: Inside Transformer Visualisation Tool Exposing attention glitches with flip-flop language modeling,
Reference 7
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 825c8457-34c1-4bfb-994d-802134064ad8 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Formal Algorithms for Transformers
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcee3f26-3fb0-4da2-93e5-128eaf465652 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Lan- guage models are unsupervised multitask learners,
Reference 9
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 b6f819db-e865-4fa4-aca9-24882c74ea7e · outbound
InTraVisTo: Inside Transformer Visualisation Tool Gemma: Open Models Based on Gemini Research and Technology
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2839df45-b4e1-4eac-a1c9-1c56291ea200 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Mistral 7B
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 208d8787-3f29-4714-ab2e-00b6e0122ab8 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccbfea1e-2c7b-4d33-ad90-e4f2c0085e5d · outbound
InTraVisTo: Inside Transformer Visualisation Tool Eliciting Latent Predictions from Transformers with the Tuned Lens
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33e50dca-6d09-4305-be81-0a65a7de62a0 · outbound
InTraVisTo: Inside Transformer Visualisation Tool A Primer on the Inner Workings of Transformer-based Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e7cbb5e-9cb4-417d-9f2c-b4a0586d78a0 · outbound
InTraVisTo: Inside Transformer Visualisation Tool (2020) Interpreting gpt: the logit lens
Reference 15
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 3815f852-b7e2-4f48-aaac-34a1da77e368 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ee93a68-5ef4-49e2-9ad6-0c96816c8762 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Future lens: An- ticipating subsequent tokens from a single hidden state,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7f6fd2c-80d5-47a5-aff0-5810d420b968 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Understanding intermediate layers using linear classifier probes,
Reference 18
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 e34ed5ad-611b-4fc3-be64-1b5bad4512c3 · outbound
InTraVisTo: Inside Transformer Visualisation Tool A multiscale visualization of attention in the transformer model,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a5d45db-5580-4f1f-a1ea-894b69d842e6 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Dodrio: Exploring transformer models with interactive visualization,
Reference 20
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 961bf720-fcac-4b85-b062-e76b3b1da0b9 · outbound
InTraVisTo: Inside Transformer Visualisation Tool LM Transparency Tool: Interactive Tool for Analyzing Transformer Language Models
Reference 21
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 bd5ee5a0-7cb6-43fc-802e-775df28ddf77 · outbound
Reference 22
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 086deec1-4369-4249-aa67-157dd2cc3636 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Interpretability in the wild: a circuit for indirect object identification in GPT-2 small,
Reference 23
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 2841cb67-e6cf-482d-be87-df355750c4b2 · outbound
InTraVisTo: Inside Transformer Visualisation Tool ”why should I trust you?
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67435be4-859d-4c0c-9e04-3d043425e905 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Causal abstractions of neural networks,
Reference 25
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 291f8cae-73b4-439b-b696-5721e76467c8 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b7d8164-6eb0-4a46-bc59-6a5ec1fe7b0c · outbound
Reference 27
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 d007fba3-151a-435f-ac11-f25c722c8d2c · outbound
InTraVisTo: Inside Transformer Visualisation Tool Transformerlens,
Reference 28
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 80c372c1-4c08-4663-80f2-674424a7fe52 · outbound
InTraVisTo: Inside Transformer Visualisation Tool How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model,
Reference 29
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 4fe6c3da-5856-4a0d-a8df-643fcc48d582 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Towards automated circuit discovery for mechanistic interpretability,
Reference 30
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 3b38f175-78a0-4769-9292-c389860bb6cf · outbound
InTraVisTo: Inside Transformer Visualisation Tool Available: http://papers.nips.cc/paper \ files/paper/202 3/hash/efbba7719cc5172d175240f24be11280-Abstract-Conference.html
Reference 31
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 10cb99e0-852e-4477-a1eb-249f33b8fd4b · outbound
InTraVisTo: Inside Transformer Visualisation Tool Available: http://papers.nips.cc/paper \ files/paper/202 3/hash/34e1dbe95d34d7ebaf99b9bcaeb5b2be-Abstract-Conference.html
Reference 33
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 ea8e5e38-cc7e-44cc-ba08-9f457fce4a51 · outbound
InTraVisTo: Inside Transformer Visualisation Tool Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.