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Paper Citation Record · LEDGER

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

As of 16 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 2026-08-15T06:32:42.880941+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.

source=pdf_text observed=2026-08-15T16:43:58.995191Z digest=sha256:7d2894d4af6f7a5c5096882d4edfcfa6a20b6ca9ad92d9fb734b6f97834c289f

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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no resolver link, observed 2026-08-15T16:43:58.999336Z

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

Resolution
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no resolver link, observed 2026-08-15T16:43:58.971827Z

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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unresolved
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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no resolver link, observed 2026-08-15T16:43:58.980346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:58.980346Z digest=sha256:bc689fd800be60fd1a59c7a9d2b530e7f153bfc2a9430445f462d288250c5b22

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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unresolved
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

Resolution
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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.

source=pdf_text observed=2026-08-15T16:43:58.990079Z digest=sha256:4c58781489e0801e722d6118fd485765ac4253ab6063b2abeac56c493b0b405d

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
raw_fallback, observed 2026-08-15T16:44:00.234092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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

Resolution
malformed identifier
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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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unresolved
no resolver link, observed 2026-08-15T16:43:59.012711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:43:59.012711Z digest=sha256:fa9ce712bf9b7e79c96a219870edafacb305e9c4b86ce4cfc7d99831e06a1c6f

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

Resolution
unresolved
no resolver link, observed 2026-08-15T16:43:59.029852Z

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

Resolution
unresolved
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 2026-08-15T06:32:42.880941+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

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.212782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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

Resolution
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 2026-08-15T06:32:42.880941+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

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:00.191172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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

Resolution
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 2026-08-15T06:32:42.880941+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
raw_fallback, observed 2026-08-15T16:44:00.169022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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

Resolution
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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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

Resolution
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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.085599Z digest=sha256:288aa89f7b93fc35b7e150c154bf9da38fe0b8a25c80d8fb407508b741d71756

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
raw_fallback, observed 2026-08-15T16:44:00.114100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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

Resolution
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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.116753Z digest=sha256:f781e5417d46f1fc4136ddd3d58793045e5aa62759fd5e86db9cdc4d2a0d44b5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.120207Z digest=sha256:38262b4d55be2f9a01546b4a721b36076e854df40c7662d750a36d6620e5d1f3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.123665Z digest=sha256:602c8f27d666a617cf17c69f35b911524e5e9f2e4906d324ba29ad40d6474194

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.127597Z digest=sha256:874fd60fc565e1903055466697c4ad699afadb602f1b6470f7414fe214693948

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.131339Z digest=sha256:00f7d39d7cfcf9bd16588a931e71b420ff567829e2f879da690d8b995987222c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.134955Z digest=sha256:f91a4696f7207a355addc5b17bf0af191de60e9eb707d632cf643dda471f80bb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.138690Z digest=sha256:aa24c52b3ac74a5944f4934ba43ed056408bd508395ce383df9e56e710c10fd2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.142185Z digest=sha256:521bf375f61108aa74e940d8b0c6941401379aaf0c4ee12968e18a63c8f790e6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.145801Z digest=sha256:0a6da13b4a2285ebc65a66d4d465b1259d666cc68734e840d339c7a61781cb4f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.149868Z digest=sha256:e81f95bd9a1a978a22556291eda178bb03a8f80b1e8690037fa02e1fb6b4595b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.153680Z digest=sha256:dcdee57222ea07125aa8fb21769aeaa04bec4b1d1844dfb8ce840ac967a31098

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.157378Z digest=sha256:0d8a4429b183b08161db6537b09362ed08795ec98004a28590a538a58e040f40

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.161232Z digest=sha256:ef93fa70312a868d87d3e700fafd189d40b60272ad0b6e44039934c7ba3dc643

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.164801Z digest=sha256:42cb64f64ad83a4daf889091aff5be7fa63a9e23412dc52e6f5bffab1e625b6b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.168598Z digest=sha256:8383865bfb1a835c4ba7c5e99db76e557ee461d4ee564296f48c53557834343e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.172286Z digest=sha256:ae526758c1e9ec0b6a588d343b1e3c083c5be8599ed7adc130b43d7d7fc2d00a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.175765Z digest=sha256:27210ba992bad43c21165d6b1d813540e83953574204b3e42b8657c314040e44

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.179459Z digest=sha256:3dd682f6d8682dbc641b62abdadcd67de47b2671d7f19515d837db58bb361958

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.183126Z digest=sha256:2d91b3d62b2e821de9b61fd86922210468f2eaf723f1877d186b2693fb40480e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.186718Z digest=sha256:30327b289b265cdcd94b7f86fb2c5931654e54b1687aeb136ba917fe8db56289

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.190247Z digest=sha256:d6f1945c8e89e5766f21da2067082678d4938c62a0ba192b9cb36f198a3adcd2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.193978Z digest=sha256:0a1ea18048bdf8f8e8af924d40b0427f3ec440a19c3ada640a48bdc0b4e1f81d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.197884Z digest=sha256:0d632ee7fb1c99e0ede3b8e0877fb6508d97c1864f92e3259d2ffe6ef4aa34b3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.201395Z digest=sha256:3998f278fb320e2a80ca071f4f7abd78a11dfc6fc7520917e3435cad175f7e65

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.205247Z digest=sha256:6eb101101dc56335307eaf0c3aca3353e44171bf1419fb5687c72ba2454e580b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.208874Z digest=sha256:1b676cb4d36fb2eb82527eb1972bd2a4d617a211173cea7d0f454df5d0b496dc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.212439Z digest=sha256:488b0b51c322c8033c1e5874e783a1fc6f61308872ce3c0a00d8bc12ae3863ab

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.215819Z digest=sha256:3f5d097f886c9d52f268b6d9b7c5d7f01d457e61dd1d34b829e1939e3bad9aef

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.219211Z digest=sha256:bdad8be5c0d8b97606b8877a0bd87347bade6dc9aefa4406fcc0a31509168938

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.222970Z digest=sha256:b30e50d9afc59574e51aec6849980c97582019a6c37fba43432d06c802200f88

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.227244Z digest=sha256:e0564cf9693377bfcdc8b3151bfeefc543763075bf80f56b591ee3861fa37f41

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.230921Z digest=sha256:21da5ace75e249e40dfd9b6436a35777c7d1e180d750cfb357d53b4e4a0437bc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.234759Z digest=sha256:caab319840ab8787d7c542516c4a3a9e2a274756108b5f0193bedec5f861d446

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.238173Z digest=sha256:d002ef3f1d1826913ae838f46cea0678735871f3d1d93f87e7d867dfd7387f9d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.241832Z digest=sha256:1d3b314976585a3880da2403576fa2638b3dba478d4ac6c4dc4f6cddd64e8c1e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.245580Z digest=sha256:1327eefcde3e8fc3ee5d73dff8a0192bee32e00ef949336c760316b61ca59c42

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.249010Z digest=sha256:89e83e99749845e4e75858f3780cc8162de117ccad16d787db2e628ebcbd3035

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.252694Z digest=sha256:cfabd00758d4f53d28fff0c8ad60c1dc1a9ad03f53510d25eaec71ad213e317d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.256730Z digest=sha256:05ecbf06d31832ee8df19241b3cedd55911efa332e64ac806c9e943e6082e724

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.260548Z digest=sha256:82eea9148264d95816d9c7f4402eb9b6d3548ff91807981f4f817a51e645fb0f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.264328Z digest=sha256:0188dd90f4d2c8ea3cef1850ddbf46ebc27f3613b11d9c7866b4c45cd85e81f5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.267852Z digest=sha256:0eb7177f3cfc47ae5620daecf87429f1772d5968ca8e2f525b831332e3c44428

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.271761Z digest=sha256:40c9c69b155c2fedf64a0513876a0a93afdb525caa67037ee0634863a2be30fb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.275530Z digest=sha256:45f825b194358c1c8b7cf3c61027ffc2b0bbbb44c70791d5d6e3a945b50371f0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.279191Z digest=sha256:f9d7ef24fedc75ea5cbe6a49d08d3b032bcfe2acf2cc1362071eb67a0cfc4bfd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.285180Z digest=sha256:deb49754cf0908a8a2eabfae3c37e34ce73e31f8c2af8acc8b11bc55a49e23fe

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.289097Z digest=sha256:05e9e21eed90625772332075fc873ca6b4d59b9c9ac64f02d3a50df4d53fbf55

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.292735Z digest=sha256:6427fbe757a108a648c48fe5fe8370d0b29bc1a19253d32d4f48fcb1893873cd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.296433Z digest=sha256:20f7440db40d9f73d9244829f0d59f6978e4b5df57097cd036d7a665379a3759

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.300096Z digest=sha256:7910e5a97da4d2299327f591c820c8cdc0d83493db67ff5cba4c615c86445a4b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.303653Z digest=sha256:666d3e6da56235356caa201814242ee47cad06a15b08ea37120e24c250dc4f29

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.307113Z digest=sha256:71255b4288431cf4fae98e3dcb3222ac95870d7bb6280c3412a90425f9affd44

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.310657Z digest=sha256:927f006b01ab746d26ac9aeed87b00cf5e958d425a5509d95748a72e8a89bbfb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.314119Z digest=sha256:859e832e64102d54a72d63aaa2000f23f85344b51110a907476cd324a08cb71a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.318185Z digest=sha256:e2f7c67cf7c6a8eed1393d853aab220f9c4723e039edb45d425c94fb096a3d3f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:43:59.321921Z digest=sha256:bed6b01ed7222315658d8869faa80c08aeb51b20e831b3b290467cc62563a0ff

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:aca8e16fbd7fd29d6bf820c6a0fb54ca9546a501ea231bfb9735dc5a9df8f72a

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=sha256:61508f60533a72174e24a5ba04cff1ffad4a5f384468ba32b528b934502fa2f8

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.