Paper Citation Record · LEDGER

The more polypersonal the better -- a short look on space geometry of fine-tuned layers

As of 23 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2501.05503.

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

pith.paper-citation-record.v1
2501.05503 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:18:54.246493Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy10
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 960c71b1-7bf1-4d27-9a74-6fe234e8d2e7 · outbound

This paper cites an unresolved cited work.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:18:54.513937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bd94f168-ca08-446f-9a56-abfc24415d45 · outbound

This paper cites ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:54.176807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776a1a18-3774-4f4d-bd17-7b8cd30151b0 · outbound

This paper cites W., Biancofiore, G.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers W., Biancofiore, G

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.501184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 314d6995-245d-4591-a684-cf38e80d7da1 · outbound

This paper cites E., & Kazakova, T.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers E., & Kazakova, T

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.489042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5a0f21e3-e3c7-4ca9-ac04-313a82b17145 · outbound

This paper cites J., Singh, C., Kumbier, K., Abbasi-Asl, R., & Yu, B.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers J., Singh, C., Kumbier, K., Abbasi-Asl, R., & Yu, B

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.476794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bf532ea1-1dea-4e98-a30c-ea3376df6d43 · outbound

This paper cites Towards A Rigorous Science of Interpretable Machine Learning.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Towards A Rigorous Science of Interpretable Machine Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:54.194316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 943ae313-6ee9-484c-83c0-211170ffcdf2 · outbound

This paper cites D., DerSimonian, R., & Freedman, D.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers D., DerSimonian, R., & Freedman, D

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.461616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 15400069-0882-497c-9321-c0e06198ac13 · outbound

This paper cites What Does BERT Look At? An Analysis of BERT's Attention.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers What Does BERT Look At? An Analysis of BERT's Attention

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:54.202778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74306259-c223-4dde-88d0-987c163a12bd · outbound

This paper cites an unresolved cited work.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:18:54.449100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5c17c56d-827a-4b17-9894-29bb81a34a59 · outbound

This paper cites Isotropy in the Contex- tual Embedding Space: Clusters and Manifolds.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Isotropy in the Contex- tual Embedding Space: Clusters and Manifolds

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.434239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d136992e-2adf-4c4d-a7fe-2c2c9796f4d4 · outbound

This paper cites Representation De- generation Problem in Training Natural Language Generation Models.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Representation De- generation Problem in Training Natural Language Generation Models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.420242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ae3a138c-4d6d-4ca1-a921-86d9afa1d117 · outbound

This paper cites WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:54.219868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a330fe-fd38-4861-91f1-d43216293cbb · outbound

This paper cites Visualizing and Measuring the Geometry of BERT.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Visualizing and Measuring the Geometry of BERT

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:54.224778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e88921ed-00af-403f-9057-ebab7488afa5 · outbound

This paper cites TopoBERT: Exploring the topology of fine-tuned word representations.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers TopoBERT: Exploring the topology of fine-tuned word representations

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.405959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9e720828-a201-48d2-96de-57e390a1daec · outbound

This paper cites an unresolved cited work.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:18:54.391002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 45431a41-9758-478a-8e32-26ffa1e54589 · outbound

This paper cites Socher (2016).

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Socher (2016)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.379723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a856d95d-9bb6-4194-ae13-22d0fafa4ec5 · outbound

This paper cites an unresolved cited work.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:18:54.368665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6943215e-805c-41da-949d-3a8fb46a0363 · outbound

This paper cites Stability of Persistence Diagrams.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers Stability of Persistence Diagrams

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.357309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d89fcf4-029d-48bb-a632-b4329f888365 · outbound

This paper cites V., Winter, B., Löser, A., & Gers, F.

The more polypersonal the better -- a short look on space geometry of fine-tuned layers V., Winter, B., Löser, A., & Gers, F

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:18:54.343142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.