Paper Citation Record · LEDGER

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification

As of 19 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 2 inbound Pith citation observations for arXiv:2412.15603.

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

pith.paper-citation-record.v1
2412.15603 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:20:37.256706Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:36:33.826724Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T14:36:35.852122Z

Reference resolution

25 of 25 outbound references displayed

verified exact6
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b86eb864-16db-4661-aee2-75d51bd92008 · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.097805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6089d91-7f35-4881-a882-ba37e84c4d98 · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.106121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eababb4c-cc7f-4a47-900f-99619779ee09 · outbound

This paper cites Language Models are Few-Shot Learners.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Language Models are Few-Shot Learners

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.114327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfd4a24d-1e0b-4ac8-bc8e-ca02c7c8a0d9 · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.121604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff4b1e37-def1-4378-8355-0a623981165f · outbound

This paper cites One size doesn't fit all: Predicting the Number of Examples for In-Context Learning.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification One size doesn't fit all: Predicting the Number of Examples for In-Context Learning

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:20:37.670470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3b4de03d-a51f-4db1-9d8b-131c83446693 · outbound

This paper cites Retrieval-style In-Context Learning for Few-shot Hierarchical Text Classification.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Retrieval-style In-Context Learning for Few-shot Hierarchical Text Classification

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.133402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bca3409-67f3-4c94-9c8f-0d0cdc3fabcf · outbound

This paper cites BERT for Joint Intent Classification and Slot Filling.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification BERT for Joint Intent Classification and Slot Filling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.140109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e17d7e8a-c8f1-4eae-8ba6-3c988f539acf · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:20:37.881163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 30091573-c85b-461e-8a2e-46d2faaabc6f · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:20:37.862296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5cbef9b7-8ce1-48f0-9277-55928a4fda86 · outbound

This paper cites The Llama 3 Herd of Models.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.157959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb1bbe9-131f-4ccb-ae26-090efad15c8e · outbound

This paper cites Ambiguity-Aware In-Context Learning with Large Language Models.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Ambiguity-Aware In-Context Learning with Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.164725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b674405-0a63-459a-a9f3-48af6736695b · outbound

This paper cites Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.172329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f24cd8d8-d694-408e-88cd-29f7088934aa · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:20:37.843737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc3de7c8-eb0f-4916-bb2b-707f02f4acbb · outbound

This paper cites Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:20:37.566935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb457067-3093-4617-82a7-de3de0bccd81 · outbound

This paper cites DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.193151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6095af26-496b-4ea1-9629-2207cdaca1a0 · outbound

This paper cites In-Context Learning for Text Classification with Many Labels.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification In-Context Learning for Text Classification with Many Labels

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:20:37.519366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d20db7a2-5f89-4fe5-b21a-401c7e76e3be · outbound

This paper cites Exploring Zero and Few-shot Techniques for Intent Classification.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Exploring Zero and Few-shot Techniques for Intent Classification

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:20:37.493193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eb7231a9-d4ed-4428-9d72-ebaa4d15dd6f · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.212417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efd64572-4547-45e3-b32b-6be69d6aa3ed · outbound

This paper cites IntentGPT: Few-shot Intent Discovery with Large Language Models.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification IntentGPT: Few-shot Intent Discovery with Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.218337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbeb64d0-ddea-4690-9a98-1b707d344e69 · outbound

This paper cites an unresolved cited work.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-11T11:20:37.307847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0dd7d5f3-c17c-498c-b143-f586a521ca81 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.230214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95e9dac2-4707-4911-aeeb-47ab30cb1520 · outbound

This paper cites Qwen2 Technical Report.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Qwen2 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.236497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549d35a5-b088-44e1-8721-f7ced1641676 · outbound

This paper cites Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:20:37.375267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 72985d2d-e952-41ef-b7b1-62c73344ed87 · outbound

This paper cites online" 'onlinestring :=.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification online" 'onlinestring :=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.249596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d473b8-fd24-4ef1-bc1e-00d4ee866ca1 · outbound

This paper cites write newline.

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification write newline

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T11:20:37.256706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c0a99bc3-4e46-44ea-a75e-0c3358c79a14 · inbound

Deep Learning Approaches for Multimodal Intent Recognition: A Survey cites this paper.

Deep Learning Approaches for Multimodal Intent Recognition: A Survey Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification

Reference 98

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:36:35.859406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8d80c15b-7731-4163-9a6f-a53f933ce77b · inbound

Selecting Open-Weight Language Models for Zero-Shot Intent Classification: A Systematic Evaluation of 41 Models cites this paper.

Selecting Open-Weight Language Models for Zero-Shot Intent Classification: A Systematic Evaluation of 41 Models Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T01:27:14.640350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.