Paper Citation Record · LEDGER

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough

As of 17 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 3 inbound Pith citation observations for arXiv:2507.05403.

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

pith.paper-citation-record.v1
2507.05403 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:32:11.039098Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T07:04:28.959310Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:06:44.914753Z

Reference resolution

42 of 42 outbound references displayed

verified exact1
verified fuzzy3
unresolved31
parse uncertain0
malformed identifier4
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e915f9c6-8f4f-4399-a3ad-14520fb589df · outbound

This paper cites Ilyas, Mourad Ouzzani, Paolo Papotti, and Michael Stonebraker.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Ilyas, Mourad Ouzzani, Paolo Papotti, and Michael Stonebraker

Reference 1

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T19:32:12.355637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 96aec50b-581c-449c-870c-c20bfef6f106 · outbound

This paper cites Program Synthesis with Large Language Models.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.921170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7bb10b7-e75e-4f30-82e5-570fa0b3ed01 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-06T19:32:10.924690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07c2c7d3-9e97-430a-ab04-24318417800f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Evaluating Large Language Models Trained on Code

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.927942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f09dc4dc-3cd5-4897-8008-289833dd8b53 · outbound

This paper cites Guo, Robert DeLine, and Sumit Gulwani.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Guo, Robert DeLine, and Sumit Gulwani

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-06T19:32:10.931352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f9db795-aef9-4729-826e-f2372a7fc7f9 · outbound

This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.934508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8994b7aa-d1ea-4e4d-98a9-9d7b704d4969 · outbound

This paper cites The Llama 3 Herd of Models.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.937909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f590d5d9-6fcc-42fb-a1dc-f50ebc48b013 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.941143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa32bc30-676e-4e24-8807-3467e6a83eac · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.461175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4e96a6bc-487d-4aca-ae64-b2262970bc39 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.452586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 27e4775c-6fb4-4304-9bcd-1aecaad9250a · outbound

This paper cites Guo, Sean Kandel, Joseph M.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Guo, Sean Kandel, Joseph M

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-08-06T19:32:10.949208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0706ffe5-2995-4768-b6bc-b354fe35d058 · outbound

This paper cites Harris and Sumit Gulwani.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Harris and Sumit Gulwani

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.952852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256f1091-148d-43eb-a768-8dafbf254c2d · outbound

This paper cites Hart, Nils J.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Hart, Nils J

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.955658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc9ca53-219b-4903-9ed2-6714d4735836 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.444933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc7f25f9-7147-402e-8f93-835c6e877031 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.962313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1a7b7a-9cfe-452a-999f-40427cb525ad · outbound

This paper cites Anderson, Michael Cafarella, and H.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Anderson, Michael Cafarella, and H

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.965440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f9a38a-7c33-40c3-b411-25f7dafa6717 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.968281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c48d67c-e4fa-47a1-8174-ccb032fcedb4 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.971407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e9efd9e-5610-45f0-835d-7e293f059780 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.436008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bc06eef5-18c8-4ffa-82d8-79be1054b081 · outbound

This paper cites Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.977184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee37896e-1c69-49f3-b85c-80601f02896e · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.427198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7f3c76a-b922-4579-9dd8-86d69ba0803a · outbound

This paper cites McKinley.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough McKinley

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.983108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16eea55a-4e69-4cee-a9e2-71125ffae914 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.417764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28cbab17-7321-42c6-9e75-346e9ee4d09f · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.991916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d3cecc-174c-4d57-8366-97e1d57b432a · outbound

This paper cites GPT-4 Technical Report.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough GPT-4 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:10.995002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3079f2c2-a726-4168-99ba-f83b9d39b1d1 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.398442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ceb80355-3b3c-427a-8aa7-d6e2a2af73bd · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:32:12.388810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a1856f60-2682-444b-a3ae-76000ec819e1 · outbound

This paper cites Hellerstein.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Hellerstein

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:32:12.379317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87be0e00-cbed-4480-a9eb-ddd81a08812a · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-06T19:32:11.076248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8c3edbb4-2f95-43a8-9de8-980c7d1ffb16 · outbound

This paper cites Ilyas, and Christopher Ré.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Ilyas, and Christopher Ré

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:32:12.370501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2776cf66-f827-4f1e-93c5-f52204628637 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.015233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12ba10ab-0a6e-4427-b007-3eeb6faccc33 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 32

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T19:32:11.428233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5d1be014-a38d-48d3-85d9-f976266ba07b · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 33

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T19:32:11.350245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b080ac7c-1116-4e34-8512-3fd818cdb215 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 34

Resolution: malformed identifier; no resolver link, observed 2026-08-06T19:32:11.022948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d27542b-62b6-48d8-b8d0-f77182cdfc61 · outbound

This paper cites Attention Is All You Need.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Attention Is All You Need

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.026298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e91bcfd-64ca-4cbb-8e7d-3e116cfeee77 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.028967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc75bd06-6d87-4de9-ad75-03567d19b103 · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.031447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0928f38-353a-4b71-8a19-18a992e98ea6 · outbound

This paper cites What Makes Large Language Models Reason in (Multi-Turn) Code Generation?.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough What Makes Large Language Models Reason in (Multi-Turn) Code Generation?

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.033980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b4d743e-4373-4844-930c-2c8bfcdf71fb · outbound

This paper cites an unresolved cited work.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.036638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a7fdf3-4bbf-439a-a33d-3f09b3ba099e · outbound

This paper cites In Pro- ceedings of the 30th International Conference on Machine Learning (Proceedings of Machine Learning Research) , Sanjoy Dasgupta and David McAllester (Eds.), Vol.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough In Pro- ceedings of the 30th International Conference on Machine Learning (Proceedings of Machine Learning Research) , Sanjoy Dasgupta and David McAllester (Eds.), Vol

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:32:12.408279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 48cf5c14-1bd2-41a0-990d-eed6b0d4ba2b · outbound

This paper cites HoloClean: Holistic Data Repairs with Probabilistic Inference.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough HoloClean: Holistic Data Repairs with Probabilistic Inference

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.012305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768dbeba-1633-40cb-9cd7-31129039db08 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

PBE Meets LLM: When Few Examples Aren't Few-Shot Enough BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T19:32:11.039098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 93df6b22-3b4a-4adb-a880-9bc84d7af6bb · inbound

ReaComp: Compiling LLM Reasoning into Symbolic Solvers for Efficient Program Synthesis cites this paper.

ReaComp: Compiling LLM Reasoning into Symbolic Solvers for Efficient Program Synthesis PBE Meets LLM: When Few Examples Aren't Few-Shot Enough

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:21:08.967816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 78ed9114-e2c1-471d-b992-4de46d247c8d · inbound

From I/O to Code with Discovery Agent cites this paper.

From I/O to Code with Discovery Agent PBE Meets LLM: When Few Examples Aren't Few-Shot Enough

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:02:38.607641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 11b59848-12c9-43ab-8686-392e248d876b · inbound

LazyAttention: Efficient Retrieval-Augmented Generation with Deferred Positional Encoding cites this paper.

LazyAttention: Efficient Retrieval-Augmented Generation with Deferred Positional Encoding PBE Meets LLM: When Few Examples Aren't Few-Shot Enough

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:06:44.917351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.