Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T13:26:59.080330Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2509.24164.
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 2026-05-18T13:26:59.080330Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f74335a6-966a-4167-a9bc-a91f8f027fba · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis write newline
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 774763dd-749f-4669-ba28-ee60acb99053 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e456663e-e25c-46d9-9bec-0cb35738f65b · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Yi: Open foundation models by 01.ai
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ab777a08-7f41-4e89-a19a-eba56713163a · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Iteration head: A mechanistic study of chain-of-thought
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8f1b8f5e-15f0-4bd7-b1a5-470727429773 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Revisiting in-context learning inference circuit in large language models
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e09ab12c-3d6c-41d6-a6e9-a4de9527986f · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Token-based decision criteria are suboptimal in in-context learning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a249412d-a2e5-454d-8311-7d9b1f33e184 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Summing Up the Facts: Additive Mechanisms Behind Factual Recall in LLMs
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0831f31e-6986-478d-81dc-4149e079a3f7 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2aacaf67-0ef3-499d-9960-0d7f21307afc · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The pascal recognising textual entailment challenge
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9f2b5222-1a85-49ec-ae95-5b282afbe58c · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The commitmentbank: Investigating projection in naturally occurring discourse
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 48be0d6e-b882-4821-bc85-426b9ecfa1b5 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis A Survey on In-context Learning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 178fe1a1-304d-4de8-ac52-90647f3b4a9a · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis A mathematical framework for transformer circuits
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f5c4a98b-5e4b-4262-a77b-9021be325db9 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The Llama 3 Herd of Models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 89c8df0b-cf17-476d-b244-ef7f605d57e9 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Overthinking the Truth: Understanding how Language Models Process False Demonstrations
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fa023e8e-8509-46cf-b975-0aef8e3df8d7 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis In-context learning creates task vectors
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1a06b50d-dd3f-4aa3-8b70-d4b0b1c6aa01 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis From compression to expansion: A layerwise analysis of in-context learning
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6d50cdc4-db91-408f-89cb-2386b306c96e · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation aece3f90-198e-42b9-8bbd-742f70e967f4 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The atlas of in-context learning: How attention heads shape in-context retrieval augmentation
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7cd3d908-741e-4cde-b6c0-e535e6bf3dce · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The geometry of prompting: Unveiling distinct mechanisms of task adaptation in language models
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 41847bc1-6dc2-4ad9-a35d-1275b7c119f3 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis In-Context Learning State Vector with Inner and Momentum Optimization
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 57e3b91e-4bba-4f47-8e27-e9dd9337f570 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Learning question classifiers
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 05303c68-2ebd-4eb1-978a-a45f425a63c5 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Does Circuit Analysis Interpretability Scale? Evidence from Multiple Choice Capabilities in Chinchilla
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5fb89356-fb44-4344-87a7-242d05d1f85e · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 92211958-f856-4d91-ae6b-83480e4e3e66 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cb037214-2a51-4fa9-b5f9-d51885b17b52 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 67c11a7f-f8ec-4386-a935-0a9c587a5c75 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Language Models Implement Simple Word2Vec-style Vector Arithmetic
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e8aff86c-05c8-4d45-8605-de1e092dadcf · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b74d3a23-0645-4e8e-8083-006a19403913 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis In-context Learning and Induction Heads
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6510c5fe-1c60-486a-ac2a-ebd549395573 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis GPT-4 Technical Report
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e3f0766c-6bf7-497f-b7e1-ae8ccd83c6d4 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis What in-context learning learns in-context: Disentangling task recognition and task learning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d0a78978-1fb8-4ccc-9e7d-608f70a2ecbf · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 79d895e1-0dbf-4395-93b7-43e9ee8fda9c · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Language models are unsupervised multitask learners
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 50ed1084-2d77-45bd-9e70-abfd98a1cc21 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Identifying Semantic Induction Heads to Understand In-Context Learning
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cc21c51a-ceb1-402d-b944-f8fa078456b0 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Large language models encode semantics in low-dimensional linear subspaces
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7466d26f-5644-4496-aad6-24b6875a03e5 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 13c95899-fe05-4b8e-bfa7-579ee41b6612 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Manning, Andrew Ng, and Christopher Potts
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8cb9c1ef-7057-4499-9710-d12773229565 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Out-of-distribution generalization via composition: a lens through induction heads in Transformers
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f0e22313-2cc0-4b39-b981-a0730b2ccfd0 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Interpret and improve in-context learning via the lens of input-label mappings
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b0725e3f-8891-4cce-aaf2-ccb23555bcb1 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Black-box tuning for language-model-as-a-service
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5d2a6c35-8b9e-44cf-a4b4-f5b531b56a7c · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Function Vectors in Large Language Models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 53c22cb4-c17a-47c1-be54-2655b987c22c · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Baselines and bigrams: Simple, good sentiment and topic classification
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation be039bba-4d1f-4288-92d1-1e4ecad38c07 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Larger language models do in-context learning differently
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2b0d5996-fd96-4dfa-9cda-5df32c29ea00 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Qwen2 Technical Report
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6521fcac-3d13-44d3-b639-893cf62a403f · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Unifying attention heads and task vectors via hidden state geometry in in-context learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 926e1f80-5ad7-4062-b523-88bd109d9233 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Which Attention Heads Matter for In-Context Learning?
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 82d6af5a-ca42-4f94-a2da-efb7e0655c31 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4dea53fc-bc8e-4837-95cb-af9944b5aac0 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4020f4f8-0be6-41a2-a3fd-40f3030bfbbf · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Attention Heads of Large Language Models: A Survey
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7715b12c-33af-4df7-af97-f7da784c33b6 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis @esa (Ref
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b9f7267b-a41c-429b-97c5-5a2732b25629 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a4cfe59c-f0d4-4afb-96e3-16605ffcdd34 · outbound
Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
No inbound Pith citation observations are available.