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Paper Citation Record · LEDGER

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification

As of 22 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 0 inbound Pith citation observations for arXiv:2508.21561.

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

pith.paper-citation-record.v1
2508.21561 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:43:59.321921Z

measured 93 of 93 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

93 of 93 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved77
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7777281f-a515-4f26-bd61-94f1c8afb43d · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 138acbd1-1ebd-489e-bab7-43efb510c97b · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.999336Z digest=sha256:835b12765260a7df7aa15c4786de73f11139e4456b2064b8a8d2c44822bfdec6

Observation 5a81da13-3c87-45cc-b661-bfc4255d2ff7 · outbound

This paper cites TabLLM: Few-shot Classification of Tabular Data with Large Language Models.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification TabLLM: Few-shot Classification of Tabular Data with Large Language Models

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 93e82fb2-66bb-4008-a34f-633b6d6790ea · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-15T16:43:59.025572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.025572Z digest=sha256:688d3a5e710727849566a1417f146c51acfdfdf922b5eb29c134ee6380ca7ce4

Observation 2279b731-890c-4793-8cab-4944d301bbc6 · outbound

This paper cites TAPEX: Table Pre-training via Learning a Neural SQL Executor.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification TAPEX: Table Pre-training via Learning a Neural SQL Executor

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b6efb67c-7b89-48df-b1e2-ec1acc458bfa · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-15T16:43:59.033688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.033688Z digest=sha256:1b515454e34a0c6f1b433fc08faaa8f7e314c26657c4fe2b2afbccebc53b5298

Observation 05af1fda-1a9d-4e76-8e14-9f3825fe5cf9 · outbound

This paper cites TableLlama: Towards Open Large Generalist Models for Tables.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification TableLlama: Towards Open Large Generalist Models for Tables

Reference 7

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no resolver link, observed 2026-08-15T16:43:58.990079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5af1d386-4edf-4321-8adb-6376a8a38607 · outbound

This paper cites The results are averaged across 9 datasets.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification The results are averaged across 9 datasets

Reference 8

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no resolver link, observed 2026-08-15T16:43:59.008438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.008438Z digest=sha256:b0dbc15823e0558e640612b41ca2ed12545bf66305a0f8c8bce3a2ea60681729

Observation 09c8ebf3-fb10-4ff7-b7a6-d7d6e82b01d9 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 9

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 58f40192-0485-4320-beef-18f3978b9f54 · outbound

This paper cites Table 3: Illustration of mined rules for Income data.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Table 3: Illustration of mined rules for Income data

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 98d17d3b-32b4-48d4-a976-c8eb39a4df8c · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation abf1e1e2-16dc-463d-a8ff-d2364eda5b8f · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-15T16:43:59.017027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.017027Z digest=sha256:66abfbe2cbd5cf68eab7edb1fd616c4dc30b5e90433ca39ce341ca025d207867

Observation c69db432-8cc6-48f2-bab8-e1944cb71829 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-15T16:43:59.021480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.021480Z digest=sha256:eb4a97f7c6649a85c18ae627b9dc842f61b19fdc8aaf93fd63064a49e26f8d8a

Observation 1c2ce145-11ac-49f9-8b6f-1d9334cec893 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 143d34ed-6eb4-40fb-bc20-52327fd4fa79 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-15T16:43:59.037465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.037465Z digest=sha256:e9a652f8fc19e51fb545a7cc25d665529d3d13d47e843509b502b33a50de4aaa

Observation 0c831322-c80d-44af-8932-bb4c9109b1a1 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-15T16:43:59.041616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.041616Z digest=sha256:ac66ef6019dc9bf298bfcae697680e196b2c39aeec934be79743bbde466449e8

Observation 42eaf38b-6989-4c0b-a9de-252edd218236 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The age is 41.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The age is 41

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation db79c1b7-3798-47a5-b313-06a6e9061096 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 22

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5cf57af7-71e5-4684-9464-b8f2856aa5fa · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 23

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unresolved
raw_fallback, observed 2026-08-15T16:44:00.201711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 1720dfe1-fdc8-4ea8-acde-63f48d302f58 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 24

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation d6e83b7b-17e8-4389-b299-a6da7cd4bba0 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 25

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unresolved
raw_fallback, observed 2026-08-15T16:44:00.180490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 4abb181c-5cf5-4a05-9e6d-952b87e3f6dd · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Recency - months since last donation is 2.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Recency - months since last donation is 2

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3db06dda-7791-43f7-9607-30a8ff4bc1ef · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 27

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unresolved
raw_fallback, observed 2026-08-15T16:44:00.157538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 8e1d6c35-a0ec-40af-8bd1-bc2a3b049c59 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.146379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 8782bce9-794f-4077-8955-9fa81db926ae · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-15T16:44:00.135305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 71b8d5b5-af09-4f62-9c2f-00c141b0eabe · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.124961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 12a136a9-0159-4bf2-befa-44eeca451e42 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The median income is 3.9097.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The median income is 3.9097

Reference 31

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation c53caad7-f6e0-4933-84a8-8e3d53bf2379 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.103283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation ad78e0ae-52c3-4434-8275-79b43e7eae23 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.092474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 16fbbe2f-7592-4f10-a6a6-74525918b497 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 34

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unresolved
raw_fallback, observed 2026-08-15T16:44:00.081106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation c75daa34-d928-45d1-b474-e2080931f1e5 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.069711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation d4a76fc7-d3b3-4987-a857-f0296b061617 · outbound

This paper cites Additional patterns for the task summarized from incorrectly classified examples with high entropy:.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Additional patterns for the task summarized from incorrectly classified examples with high entropy:

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:00.058334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation ea2550e7-2ca1-40ab-9a42-827c6d14bc0c · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.047043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f9817411-88dc-4859-b1ea-4ac3801ea3c4 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.035271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 56eac732-3339-4dc5-9131-010dd23c3c50 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.016665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.120207Z digest=sha256:4a747ab7dc3618d7f6daac6e7fbd8b62f52481b8490213e87ab461914cba2311

Observation 6fd99292-fbb9-4e1c-8eb2-5729b2f5b595 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.002093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.123665Z digest=sha256:7fd1e4a867b446bd8a18a28ee3cf6d75859cec4b853e8f44ffdf086aec6255aa

Observation 3e3373d3-d07f-43b1-9a99-08436537ddff · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.990873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.127597Z digest=sha256:e6598f8dc8d115deff5172f44c76ccc4adc6086b62cef3b0d9354ab453f3ccb9

Observation a27ef0ba-86c6-443a-ac48-ce603d349288 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.978129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.131339Z digest=sha256:17c021d9e16d3b936644317258e09ed28cc58e61292c9ee00002b842df6beaca

Observation 4a73ff18-0b0f-4f63-9664-a2bdbe5d2596 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Buying price is medium.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Buying price is medium

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.967085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.134955Z digest=sha256:2116842e7a2ad57e0d361108a34aa785ae6d76b59829c790d3bf3927628060af

Observation 1c37cd18-dd45-463f-bc56-3351ccefe3b7 · outbound

This paper cites - Higher balances (>= 200 DM) tend to result in denial.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification - Higher balances (>= 200 DM) tend to result in denial

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.955340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.138690Z digest=sha256:69ea9f32c891824a55108780a13aae5cdbf416b22ff6374e02e95bd1da0e24b4

Observation 85a0403d-8511-44d8-a236-c3bd194d7786 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.943961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.142185Z digest=sha256:dd9afc6f8cfa497f136c335fce638e8a3526c3a49ccf2a39c6423dc22bfdef4a

Observation cbcafce6-f723-4e20-b820-2f4a1be53181 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Status of existing checking account is < 0 DM.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Status of existing checking account is < 0 DM

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.933282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.145801Z digest=sha256:7072b8602647d6c2f9d9c11f33db63fd45e07386ed0422a53d49a07844d7a3a1

Observation 98473675-d740-4976-bcfc-031224cbc07a · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.921670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.149868Z digest=sha256:d6251747fc367b0ee96214b3ccb97e8fc40d03beb6f752b4305304d0ee355538

Observation b5b434d4-405a-4ae9-9cff-6e2b75190aaf · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.910572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.153680Z digest=sha256:b4e444302df5203e59cb717c1d2781bf527a15950f06885a4e0e8003a63dedc5

Observation 694e9533-99dc-438c-92d9-e2cdecceee21 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.899391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.157378Z digest=sha256:a3baebbcf538d08c886f8123db7fe174d500475ffe5fe9a672b5f9d30ce7b00e

Observation 969c48b3-97bb-41b5-bcc4-e3a5174138e5 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.888181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.161232Z digest=sha256:47e366c25dd1791363e5b2406effca41e2da9eb30b680ec41befa8bf2f6c034d

Observation 0d5b94b3-d2e2-4c3e-939f-d27e2c645eda · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.877534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.164801Z digest=sha256:26244f38c6f0d5f7bf8cbd7270fbca9f38ff56ff446f359acdabac084e87d287

Observation a8b4135d-386b-4ce9-a7b8-ab6208ca59c5 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.866945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.168598Z digest=sha256:a8609c5f5591dc3ca4970af9d348ddd7783c567b93666ac4a45273742c3603fa

Observation 3c109a12-3f30-4533-856e-860d58a80221 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.855589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.172286Z digest=sha256:8f9c0a136a8275eae1f161c74af07f597e2fed9f714f3c3534b2525a2f2f5c0a

Observation 650aa3a8-5574-4cd8-a7a6-313a53543ea2 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Age is 52.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Age is 52

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.845457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.175765Z digest=sha256:640f1d96f38c5c7f7334237a8f950c6ebb75f2dd6feaa97956628d8083d014c7

Observation eccf85a7-f316-46d5-8848-06e0e383a2bd · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.835000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.179459Z digest=sha256:498494d19db320541c4659ccafd2d3a10df25c1ef4931b615c985ad271d8a21a

Observation 20385088-d203-4c42-a03a-dfded44b1a3f · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.824626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.183126Z digest=sha256:1cc2dcd5966475817e052c72bf59fc465a9b42f2cfb3f500dbdca83d4827568a

Observation 463e4d33-02b3-4168-be76-f9fd81ba33df · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.813784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.186718Z digest=sha256:b88d60771babf8e34dc87dae483fa84944e1f6436d8a0c68b5e2e5c1251989cd

Observation 8d886cc6-705c-4166-b7ec-1b6f7457b982 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.803278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.190247Z digest=sha256:7ffd2e7065588786a7517cdf59e13ad2610b108f415333ff434393ae87269029

Observation 9d0ad188-f6b2-48e2-8090-0d3f5013a2e1 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.793356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.193978Z digest=sha256:bd3a8f2dad5555c014d5ac9eabe2fef0deecf124e19120418b0c0e96a91c676d

Observation aa755ed0-a0f4-479d-8aa5-bd86db4353d7 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.783176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.197884Z digest=sha256:c4dad4a95c1594648f567024e4026eb28c62f8a7af42d64c60b7fd1e3e24b6ed

Observation bcfe89fd-f25c-47d6-bddc-c5b304f3cfbe · outbound

This paper cites Additional patterns for the task summarized from incorrectly classified examples with high entropy:.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Additional patterns for the task summarized from incorrectly classified examples with high entropy:

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.772701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.201395Z digest=sha256:e780b97ed757da3bed48e4cbe5db654bbe5563616cd7d988337c612b154e23c9

Observation 78b6f5fc-2833-4c3e-af69-54f24268620e · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.761856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.205247Z digest=sha256:16d3e6ce5426a47ab7775d0babbd677bdc59a0031ed7464024c1438325f5ca2a

Observation c12d2b12-7bca-4644-b83e-5dde589a1bcb · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.751461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.208874Z digest=sha256:e23931dd9b7398daeb40a61c20c35b99118f702ac7cad05ef8c3c5b7d99f2f33

Observation b7103e27-1869-47f3-8848-21f8a664a76a · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.740788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.212439Z digest=sha256:4dee612347528933af39eb4cdd6a230c8ad91d2f9ae6de45b0c0e6c4ede8fa4a

Observation 9d32ba0c-5157-4bc7-bf66-7ae94a7ddb4d · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.729641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.215819Z digest=sha256:28a77285214bdbc7e770e3596fd11f0c821415be607fbdc2b6cb276224180ca0

Observation 923b8f68-db14-434f-9d95-62e8af4f4f13 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.718851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.219211Z digest=sha256:efac3b517720ebc7b6225521e25a1c78c839a51bde1adff73880d2ce1ef69773

Observation 37bcf81f-13fb-48eb-9380-ea8606a59c83 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.708247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.222970Z digest=sha256:23e76ea70eab7e67eb9b422a7384dc838ec48462c32102c6118c868145a13c9b

Observation c89b8057-bf6b-4a53-8a8a-43214b0ee615 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.697451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.227244Z digest=sha256:5e3dff963597bb9fd835345624f64d636dc2e22046d75a2d44973f4b44103fec

Observation 724facab-a37b-4c55-86be-f01e4075642a · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Age of the patient is 46.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Age of the patient is 46

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.686594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.230921Z digest=sha256:5dfb786451ac55132709c2163dd2c78d88d96e1f6affc8a03c1605992fb5c85a

Observation e2230afa-adcb-457d-b041-09ed26dd3cb9 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.675458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.234759Z digest=sha256:df703bfe7e407a1b00da6bd9c67a4e29596e902d0b7fa7fe3a06587e274fbd26

Observation 5589129d-3426-4fd8-adcf-68cb6f902a41 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.664743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.238173Z digest=sha256:dcb961a537d5565ec3dcee1ae11c241e251f7847d381f47c5fda50eae9c642a8

Observation 90d3593f-b9a8-4fdf-ad6a-167aaed3abab · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.654076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.241832Z digest=sha256:e9b6dc6e4cbaebf24d8e2c6bd44df7cc62889a4427c052df255ffc7d4093287d

Observation c98865d5-5533-4a69-bed8-fa950c972a0e · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.643748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.245580Z digest=sha256:41fcb78da38e2e9e7ebb5d0bed418747bf61b086bf140522a7a87f2a1301b196

Observation f7d0a117-bfcf-4bce-a6fc-a9e65c304642 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.632289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.249010Z digest=sha256:673a7b3455baa5e7c30668dc30d7d015cd1a231aefcff12f053cfc1d9450efc0

Observation 93f408b7-5c03-4124-8454-ad04d6f0e0b9 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.621601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.252694Z digest=sha256:77b0077a153802e60265d2c0048f810a1d25ef03be46fae8a13d7f33c744e009

Observation 28a697ea-6ec7-496f-9eaa-49521777dd6a · outbound

This paper cites citizens do not show a clear trend affecting earnings compared to other countries based on the provided data.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification citizens do not show a clear trend affecting earnings compared to other countries based on the provided data

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.610795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.256730Z digest=sha256:b8634c1956994e24c39408b52a5c839a3cd6b361d58ba242dbca7546b5bd5a86

Observation db74babf-161c-4d0b-b772-92d2a6de2f82 · outbound

This paper cites Additional patterns for the task summarized from incorrectly classified examples with high entropy:.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Additional patterns for the task summarized from incorrectly classified examples with high entropy:

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.599260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.260548Z digest=sha256:08902033ccaa733193d3e54c53e4d7159848d9222336aaa49062dacd54cbc98f

Observation eaf947d2-0649-484c-94cc-e727b40ca55d · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.588303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.264328Z digest=sha256:8112ea227f6d79d1d758ec1d159c85d1db998c207083feee0174326f3a99dbc3

Observation 588d1043-26ab-44b9-bac7-f868a521be2f · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.577136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.267852Z digest=sha256:c7e144f319671d2c06f95224bedcec7c81a87e1cb853dd512c5ba43fe8c3da8c

Observation f940a803-72f1-40da-a308-93ab200ae618 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.566562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.271761Z digest=sha256:e704b32e860466672a8797166eb095bf7590de86a71d7dd67433d960dc9f0cec

Observation 9942dd69-dcef-42d9-ba7a-1c27ba6a182b · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.556074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.275530Z digest=sha256:2b6f3be002fa3ce94132a5e5f4395eab6a4afba37eb840dafc0a6f470c7c6b9b

Observation d45f7429-bb45-4c8e-84bb-55ab69d33923 · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The Age is 23.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The Age is 23

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.545233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.279191Z digest=sha256:9c0b90ee36a9d4c47da5ae2f300b09bead9f3a55553e8dd7a08534202fabcee7

Observation d1f0f72b-4b0c-419b-9d34-33d101c069f4 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.534519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.285180Z digest=sha256:c2756a5ee60b1cbdd9a0d7867b236b880a49da2aa7b38313381c413fcd271d87

Observation 3bf76e6c-0e31-4be4-b4d9-b0a4a131c4ca · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.523342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.289097Z digest=sha256:a755bc0a4eb749cefcdc35bd3281bfcccc4d4e2a4d0c19dee2313fcf6b6742d2

Observation a86e962f-aa5c-4c71-b8be-bc1fb5562e0f · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.511834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.292735Z digest=sha256:7b5b386e1bcad41de9ffbd91ba98f9c34cb8dfb5a6d00c72c8895b1578a63410

Observation 378450a7-dc89-4368-8c04-11fd954d7a7b · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.500461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.296433Z digest=sha256:564d4045817a24f9608c96a51ae9ce89fd0dd3552b56935aada12addebee6cee

Observation 8283ceb8-022f-4711-941e-d67f6af87618 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.488967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.300096Z digest=sha256:20eef5dad0f2faf43086817ef497437b44b5c8e824619740c791545afbeabd21

Observation 55fd2081-d6d7-4c38-9376-ff1d7cbcddc6 · outbound

This paper cites Additional patterns for the task summarized from incorrectly classified examples with high entropy:.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Additional patterns for the task summarized from incorrectly classified examples with high entropy:

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.477540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.303653Z digest=sha256:5eeef049661550f88b569b88abfae9c8c7df1c4ce0ba4cb15dea555d59c52684

Observation 7b8e48ea-ae8e-4e49-9f55-b23690587615 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.465271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.307113Z digest=sha256:a2afc39419d8968af94ac9d7ff6c73e228831562e3684b9070d3e9201f2e825c

Observation 6be5e7fd-455a-412e-a5ef-bd26b9493418 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.453241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.310657Z digest=sha256:84c054045ecae2abd996d96b1415663709dca554b82f50d6ee903d35f244a689

Observation f620e23f-3895-45c9-88f0-b26142201971 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.442203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.314119Z digest=sha256:4d4d7fe434c97692af5d380bf10f0c4389b50d0ba835afba42c26742ab583ebc

Observation c37df237-6139-4f39-b808-ba3b1c7838a1 · outbound

This paper cites an unresolved cited work.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:43:59.430941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.318185Z digest=sha256:c0e7eb241df4b5c507bd8044fffaa3dee8d28e6ccba971dc364e3ebf469edbf0

Observation c2ac11bc-da6b-450d-be5c-988f4f05da7e · outbound

This paper cites ### [FEW-SHOT EXAMPLES START] The white piece strength is 4.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification ### [FEW-SHOT EXAMPLES START] The white piece strength is 4

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:43:59.419195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T16:43:59.321921Z digest=sha256:38a647a439437000cddf3a39f67414078aa85f65ce172b9fe4b753dde4e86493

Observation e9ebce47-1b57-4b37-9eb8-d20980a922aa · outbound

This paper cites In Neural Information Processing Systems.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification In Neural Information Processing Systems

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-15T16:43:58.976490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.976490Z digest=sha256:3697bc652b03fa4102221d4787b50a9460a7f647f83a785e2c9f48311bb1c239

Observation 2bc699f8-7884-40c1-a29b-e987b739bbd4 · outbound

This paper cites Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-15T16:43:58.967453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.967453Z digest=sha256:956888a5baafba33ab2bcec8c27bf0445fe72991d59c0160a07111015d223dff

Observation 9fe66265-d904-43e9-9f6e-ab74210a3e02 · outbound

This paper cites Language models are weak learners.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Language models are weak learners

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T16:43:58.984831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.984831Z digest=sha256:221a9111ae97aab315e5bd5e5b94846289512e54dbe24cff7438b17662f2355d

Observation f10b7dd9-8f8e-40aa-a822-9303ab514d79 · outbound

This paper cites A Survey on In-context Learning.

Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification A Survey on In-context Learning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T16:43:58.962225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.962225Z digest=sha256:a93572430b4d2aafe2a9d4e710adfcfb6f68e6b6c37fa3e7401e977c73e58eed

Pith citing papers

No inbound Pith citation observations are available.