Paper Citation Record · LEDGER

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

As of 16 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2412.03343.

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

pith.paper-citation-record.v1
2412.03343 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:34:22.726530Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:19:08.131851Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:19:09.883490Z

Reference resolution

40 of 40 outbound references displayed

verified exact3
verified fuzzy0
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21d99b7d-7343-414d-b25f-b760d269f3fa · outbound

This paper cites PLATO-2: Towards Building an Open-Domain Chatbot via Curriculum Learning.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning PLATO-2: Towards Building an Open-Domain Chatbot via Curriculum Learning

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-11T22:34:22.976744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a5809bd2-7d5c-4501-81c8-2c2f65dfb2ab · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.604391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e852d19f-d76a-4972-968d-0f95d5fa1024 · outbound

This paper cites Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.608150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cca9553-65b4-4ca3-876f-97e4fa59f875 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.611519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed6b7ce-1fe9-47c0-bb43-18f457d781b3 · outbound

This paper cites Wizard of Wikipedia: Knowledge-Powered Conversational agents.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Wizard of Wikipedia: Knowledge-Powered Conversational agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.614565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 084c0722-2fb8-401d-b4ca-8f1f7e6aeefd · outbound

This paper cites Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.618042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0387260-0ec7-41a6-8e44-88f1afbaa954 · outbound

This paper cites Towards Measuring the Representation of Subjective Global Opinions in Language Models.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Towards Measuring the Representation of Subjective Global Opinions in Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.621540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8518463-7bec-46a2-bfcc-debe2c61bf17 · outbound

This paper cites Hierarchical Neural Story Generation.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Hierarchical Neural Story Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.624789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be77ffde-d3c5-4915-968b-368b2febfbc3 · outbound

This paper cites Bias and Fairness in Large Language Models: A Survey.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Bias and Fairness in Large Language Models: A Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.627897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f09c962-8bcc-407a-8ebf-da88a964de2e · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:23.048946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3f5f3433-53b4-40f3-82bd-374f76e6a4e3 · outbound

This paper cites Topical-Chat: Towards Knowledge-Grounded Open-Domain Conversations.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Topical-Chat: Towards Knowledge-Grounded Open-Domain Conversations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.634252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58796b1-76d8-4aed-832b-16901aea5c78 · outbound

This paper cites How Far Can We Extract Diverse Perspectives from Large Language Models?.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning How Far Can We Extract Diverse Perspectives from Large Language Models?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.637467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5f25927-f888-4fdc-b431-da216536dec4 · outbound

This paper cites The Curious Case of Neural Text Degeneration.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning The Curious Case of Neural Text Degeneration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.641190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ef7f0b-a81d-4b11-94cf-a16ef90e5eba · outbound

This paper cites Mistral 7B.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Mistral 7B

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.644319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d39d3099-6448-4b74-9df5-e6f21061fc90 · outbound

This paper cites Improving Diversity of Demographic Representation in Large Language Models via Collective-Critiques and Self-Voting.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Improving Diversity of Demographic Representation in Large Language Models via Collective-Critiques and Self-Voting

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.647697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6bf8e75-bf15-4213-9cc3-dff61b66d41d · outbound

This paper cites An Empirical Bayes Framework for Open-Domain Dialogue Generation.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning An Empirical Bayes Framework for Open-Domain Dialogue Generation

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T22:34:22.878189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a4489ab0-07ac-4e84-9621-6485396c773e · outbound

This paper cites How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.653677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb5b828e-eb20-4277-a82e-74af18c6cf9c · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.656668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09340b38-feee-44a3-9544-66011ba8cd8c · outbound

This paper cites Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.659844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c2767d-461b-4961-926a-47184f13741b · outbound

This paper cites A Corpus and Evaluation Framework for Deeper Understanding of Commonsense Stories.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning A Corpus and Evaluation Framework for Deeper Understanding of Commonsense Stories

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.662982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6878eb1c-0308-4779-9214-a9a8b3cf5e45 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:23.034599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 58fe43ba-f3de-4330-b10f-3ddf7296c319 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:23.025836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dd1788b1-11e2-49e3-a150-4e6905db4ff4 · outbound

This paper cites GPT-4 Technical Report.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning GPT-4 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.672373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fe55501-400e-4019-9a85-93cf51147c63 · outbound

This paper cites Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.675915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75acf080-51c7-49d8-9239-d86a0d6da485 · outbound

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

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.679046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc78361-3c2a-450b-b8ba-70aa9ab982e7 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.682101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219a1d50-8195-4c23-b940-277036ca8c13 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.685414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44bff137-9439-461d-9d50-2c0a42f47d5b · outbound

This paper cites Long and Diverse Text Generation with Planning-based Hierarchical Variational Model.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Long and Diverse Text Generation with Planning-based Hierarchical Variational Model

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.688364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff19832-0b99-4119-ad02-dfb34623d7ad · outbound

This paper cites Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend Skills.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend Skills

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-11T22:34:22.811115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 08b86653-94a2-4b78-a849-13e958a79b79 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:23.006355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1f2f306c-38f2-4a96-996d-41e2b8bd4a12 · outbound

This paper cites Contrastive Search Is What You Need For Neural Text Generation.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Contrastive Search Is What You Need For Neural Text Generation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.698266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43c9733c-e281-41fd-a359-6b05d29bcc24 · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.701564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66902a52-8cc7-4761-8da2-98741ca1ff5c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning LLaMA: Open and Efficient Foundation Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.704563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48966ddd-1b11-40cc-ba5e-e0c907655878 · outbound

This paper cites Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.707718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b84153-8f34-4ef7-a021-6a0b626abafc · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.711050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e9fdc8-14a3-427e-8b59-0907adeadaa7 · outbound

This paper cites Neural Text Generation with Unlikelihood Training.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Neural Text Generation with Unlikelihood Training

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.714145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5925c7e5-4d8c-4164-b491-37667352558e · outbound

This paper cites an unresolved cited work.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.717192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb7e5178-cc53-473b-9958-7fa2b52594dd · outbound

This paper cites Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.720247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fea9c93f-65aa-4c86-a89f-73f74926c6a8 · outbound

This paper cites online" 'onlinestring :=.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning online" 'onlinestring :=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.723268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d8bcb3-9d16-45d6-b422-de62c771f9f5 · outbound

This paper cites write newline.

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:22.726530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4f7e80b4-4a07-477d-aa8e-b3e9dd47e477 · inbound

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models cites this paper.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-05T16:19:09.956193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.