Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers | Paper Citation Record

Observation 5946865f-e167-4f49-a600-d0fee130acd2 · outbound

This paper cites Aitchison.The Statistical Analysis of Compositional Data.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Aitchison.The Statistical Analysis of Compositional Data

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.641748Z

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 e8264c18-1833-4a9c-a6dd-e30605ccb3b9 · outbound

This paper cites What learning algorithm is in-context learning? Investigations with linear models.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers What learning algorithm is in-context learning? Investigations with linear models

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.658225Z

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 b20da21c-77da-462c-8621-de9d99fc4dd6 · outbound

This paper cites Towards monosemanticity: Decomposing language models with dictionary learning.Transformer Circuits Thread.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Towards monosemanticity: Decomposing language models with dictionary learning.Transformer Circuits Thread

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.662383Z

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 bda420c7-81ac-4997-9280-42ed0aed7bdd · outbound

This paper cites Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.634026Z

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 17df5d75-c7a7-442b-a989-c4916bc2e55e · outbound

This paper cites Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information.IEEE Transactions on information theory, 52(2):489–509.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information.IEEE Transactions on information theory, 52(2):489–509

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.629724Z

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 b1a2742b-4dcc-4a52-84ff-c41e2239652d · outbound

This paper cites Dynamics of Transient Structure in In-Context Linear Regression Transformers.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Dynamics of Transient Structure in In-Context Linear Regression Transformers

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:36.351014Z

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 6de3b744-2f48-489a-b346-82906294c5c4 · outbound

This paper cites Compressed sensing.IEEE Transactions on information theory, 52(4): 1289–1306.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Compressed sensing.IEEE Transactions on information theory, 52(4): 1289–1306

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.625138Z

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 892b958c-1366-4c55-8548-3b36de5fbd35 · outbound

This paper cites Uncertainty principles and signal recovery.SIAM Journal on Applied Mathematics, 49(3):906–931.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Uncertainty principles and signal recovery.SIAM Journal on Applied Mathematics, 49(3):906–931

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.648176Z

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 f9222229-9c05-4182-a7d3-7475c9e7f834 · outbound

This paper cites Duchi, Shai Shalev-Shwartz, Yoram Singer, and Tushar Chandra.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Duchi, Shai Shalev-Shwartz, Yoram Singer, and Tushar Chandra

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-09T01:54:34.595706Z

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 1e93c86b-ca72-4d10-8883-3f5ff4da4184 · outbound

This paper cites The evolution of statistical induction heads: In-context learning markov chains.Advances in neural information processing systems, 37:64273–64311.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers The evolution of statistical induction heads: In-context learning markov chains.Advances in neural information processing systems, 37:64273–64311

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.654475Z

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 2aaa826f-5fde-4003-ba9c-add5d6408454 · outbound

This paper cites A mathematical framework for transformer circuits.Transformer Circuits Thread.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers A mathematical framework for transformer circuits.Transformer Circuits Thread

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.638033Z

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 8d145da7-130f-42e3-bb43-13a778881138 · outbound

This paper cites an unresolved cited work.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-27T02:03:23.644817Z

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 f8be15f7-67bd-48fb-aa8e-b4fef03cffb8 · outbound

This paper cites Toy models of superposition.Transformer Circuits Thread.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Toy models of superposition.Transformer Circuits Thread

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.559586Z

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 07140705-bf44-4525-8540-770fc5496d3a · outbound

This paper cites What can transformers learn in-context? a case study of simple function classes.Advances in Neural Information Processing Systems, 35:30583–30598.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers What can transformers learn in-context? a case study of simple function classes.Advances in Neural Information Processing Systems, 35:30583–30598

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.553274Z

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 32cec3f9-cc17-4526-9886-9a37055ef4f0 · outbound

This paper cites Transformer feed-forward layers are key-value memories.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Transformer feed-forward layers are key-value memories

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.563789Z

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 6aef1235-57f5-41bf-95a3-0a9f25d3a921 · outbound

This paper cites When models manipulate manifolds: The geometry of a counting task.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers When models manipulate manifolds: The geometry of a counting task

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:36.360333Z

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 688e331c-3bc1-4bc6-932c-b44eec69526f · outbound

This paper cites In-context learning creates task vectors.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers In-context learning creates task vectors

Reference 17

Resolution: verified exact; doi, observed 2026-05-09T01:54:34.562396Z

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 ddd6fc35-b877-4fdc-8508-1f9a75fb6080 · outbound

This paper cites In-context learning state vector with inner and momentum optimiza- tion.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers In-context learning state vector with inner and momentum optimiza- tion

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.578115Z

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 6ef1d277-04af-42f1-a88f-179c32240473 · outbound

This paper cites an unresolved cited work.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-27T02:03:23.581117Z

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 ae2f3838-cc85-4569-88bb-6c3e376be33c · outbound

This paper cites an unresolved cited work.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-27T02:03:23.537073Z

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 8ed046fc-6e36-460c-a363-24ad344c3f6d · outbound

This paper cites Decoupled weight decay regularization.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Decoupled weight decay regularization

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.603829Z

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 71c3ce90-d393-4d38-9060-746dc57cb336 · outbound

This paper cites Asymp- totic theory of in-context learning by linear attention.Proceedings of the National Academy of Sciences, 122(28):e2502599122.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Asymp- totic theory of in-context learning by linear attention.Proceedings of the National Academy of Sciences, 122(28):e2502599122

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.527272Z

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 586704c3-d760-47fe-9e12-e8685077edf6 · outbound

This paper cites Language Models Implement Simple W ord2 V ec-style Vector Arithmetic.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Language Models Implement Simple W ord2 V ec-style Vector Arithmetic

Reference 23

Resolution: verified exact; doi, observed 2026-05-09T01:54:34.549977Z

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 5f9d748b-cd26-4b7a-9834-63ff087195cd · outbound

This paper cites Distributed representations of words and phrases and their compositionality.Advances in neural information processing systems, 26.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Distributed representations of words and phrases and their compositionality.Advances in neural information processing systems, 26

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.567668Z

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 a7c841d5-ce6c-4435-8faa-db757f4efca7 · outbound

This paper cites Linguistic regularities in continuous space word representations.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Linguistic regularities in continuous space word representations

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.543403Z

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 78d5a1b8-bd9c-47c4-ac3c-16b6254db9d4 · outbound

This paper cites In-context Learning and Induction Heads.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers In-context Learning and Induction Heads

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-11T23:36:36.373738Z

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 e2d07be3-5dfd-41a0-b42d-4b71212e8109 · outbound

This paper cites What in-context learning “learns” in-context: Disentangling task recognition and task learning.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers What in-context learning “learns” in-context: Disentangling task recognition and task learning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.593182Z

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 84efb644-3587-42c5-9cc8-909b96378d56 · outbound

This paper cites Competition dynamics shape algorithmic phases of in-context learning.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Competition dynamics shape algorithmic phases of in-context learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.599964Z

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 33c5dc3e-51c7-4b6c-a651-7275d95e8319 · outbound

This paper cites The linear representation hypothesis and the geometry of large language models.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers The linear representation hypothesis and the geometry of large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.556271Z

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 43664998-302c-42ee-a830-693c0089aa9c · outbound

This paper cites The geometry of categorical and hierarchical concepts in large language models.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers The geometry of categorical and hierarchical concepts in large language models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.596481Z

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 4ef955ce-2ab7-4b43-b5bb-144ddd4c4e56 · outbound

This paper cites Approximation theory of the mlp model in neural networks.Acta numerica, 8: 143–195.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Approximation theory of the mlp model in neural networks.Acta numerica, 8: 143–195

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.584470Z

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 49232a37-960f-4b69-ad67-8089ee24791f · outbound

This paper cites Qwen2.5 Technical Report.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Qwen2.5 Technical Report

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-11T23:36:36.367470Z

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 e3e8657e-44f7-45e8-bccc-77b9a901ca21 · outbound

This paper cites Language models are unsupervised multitask learners.OpenAI blog, 1(8):9.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Language models are unsupervised multitask learners.OpenAI blog, 1(8):9

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.589254Z

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 689beb14-7f54-4479-9f72-dd8082593b09 · outbound

This paper cites Pretraining task diversity and the emergence of non-bayesian in-context learning for regression.Advances in neural information processing systems, 36:14228–14246.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Pretraining task diversity and the emergence of non-bayesian in-context learning for regression.Advances in neural information processing systems, 36:14228–14246

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.615979Z

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 27aa59d6-bf86-4ec7-92df-4905a5c97e8c · outbound

This paper cites Transformers learn factored representations.arXiv preprint arXiv:2602.02385.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Transformers learn factored representations.arXiv preprint arXiv:2602.02385

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:36.364038Z

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 3575dc73-a2b9-42d1-9a2b-39a54d8acd3c · outbound

This paper cites Transformers represent belief state geometry in their residual stream.Advances in Neural Information Processing Systems, 37:75012–75034.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Transformers represent belief state geometry in their residual stream.Advances in Neural Information Processing Systems, 37:75012–75034

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.571186Z

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 2515f8af-2eef-42e0-8b3a-2c6a3cab2338 · outbound

This paper cites Uncovering hidden geometry in Transformers via disentangling position and context.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Uncovering hidden geometry in Transformers via disentangling position and context

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:36.382374Z

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 66a94261-7ce7-4e93-9a6c-3c1b2a17c6d2 · outbound

This paper cites Out-of-distribution generalization via composition: A lens through induction heads in transformers.Proceedings of the National Academy of Sciences, 122(6):e2417182122.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Out-of-distribution generalization via composition: A lens through induction heads in transformers.Proceedings of the National Academy of Sciences, 122(6):e2417182122

Reference 38

Resolution: verified exact; doi, observed 2026-05-09T01:54:34.543343Z

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 6c04bc5c-b193-4e9d-b6b0-222cbf4ce79b · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.620783Z

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 304bba1c-806e-4c74-9c66-98960494c566 · outbound

This paper cites Daniel Freeman, Theodore R.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Daniel Freeman, Theodore R

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.574776Z

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 755a5894-4745-40e2-8257-782e7f9c435a · outbound

This paper cites Function vectors in large language models.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Function vectors in large language models

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.550130Z

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 7259a0f7-13d3-4f9c-96a9-5b7b699d6eb8 · outbound

This paper cites an unresolved cited work.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-05-27T02:03:23.607825Z

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 6f53949b-0f0d-4ea5-8ea1-0e55153036ce · outbound

This paper cites Cambridge Series in Statistical and Probabilistic Mathematics.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Cambridge Series in Statistical and Probabilistic Mathematics

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.547045Z

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 305d9b09-4855-4f35-847c-490e177802b8 · outbound

This paper cites Grokking of implicit reasoning in transformers: A mechanistic journey to the edge of generalization.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Grokking of implicit reasoning in transformers: A mechanistic journey to the edge of generalization

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.539946Z

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 eccdde03-1129-4c8d-8c62-4dd1bd6165a7 · outbound

This paper cites Dif- ferentiation and specialization of attention heads via the refined local learning coefficient.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Dif- ferentiation and specialization of attention heads via the refined local learning coefficient

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.524473Z

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 2bc6d862-5e85-4348-a4ce-8ae15f615a1c · outbound

This paper cites Larger language models do in-context learning differently.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Larger language models do in-context learning differently

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T23:36:36.356040Z

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 0042f138-9cbe-4707-b936-0cfc74be28f0 · outbound

This paper cites Transformers: State-of-the-Art Natural Language Processing.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Transformers: State-of-the-Art Natural Language Processing

Reference 47

Resolution: verified exact; doi, observed 2026-05-09T01:54:34.583497Z

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 aac9ea5e-8d27-4942-9b22-36132b202834 · outbound

This paper cites An explanation of in-context learning as implicit bayesian inference.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers An explanation of in-context learning as implicit bayesian inference

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.530221Z

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 c48b9019-2157-4498-ae31-a585ab2e8c66 · outbound

This paper cites number of independent directions along whichp(z)varies.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers number of independent directions along whichp(z)varies

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.611744Z

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 a7aee1e9-16f0-4557-ad84-afd9fc11c25f · outbound

This paper cites an unresolved cited work.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-05-27T02:03:23.534024Z

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 295b9d83-ee57-423c-804d-22b023277198 · outbound

This paper cites table”→“t.

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers table”→“t

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-27T02:03:23.521408Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers