Paper Citation Record · LEDGER

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

As of 22 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 30 inbound Pith citation observations for arXiv:2510.01171.

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

pith.paper-citation-record.v1
2510.01171 v4

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:23:17.660555Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:15:04.558740Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:39:59.505017Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved17
parse uncertain3
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f97720f-de6a-48df-8639-f90f43b45bb6 · outbound

This paper cites Here, we can directly compare the probability assigned byπ ∗ andπ.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Here, we can directly compare the probability assigned byπ ∗ andπ

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.971017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec55893-55fe-40ca-b0e2-b28a92f42fa1 · outbound

This paper cites The natural assumption, without added information, is that each completion is chosen at random with equal probability.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity The natural assumption, without added information, is that each completion is chosen at random with equal probability

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:16.046996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e434fcc0-9b43-430b-b602-3937161a9910 · outbound

This paper cites Please write a poem starting with the following line: Fire up the sky with rocket sparks!.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Please write a poem starting with the following line: Fire up the sky with rocket sparks!

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-04T13:23:16.147598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ac914c7-b7e5-420e-b1ce-7faa668ab44e · outbound

This paper cites Measuring short-form factuality in large language models.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Measuring short-form factuality in large language models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.694081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb8110d9-8cdc-4c85-9942-4308c53275ce · outbound

This paper cites Base Models Beat Aligned Models at Randomness and Creativity.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Base Models Beat Aligned Models at Randomness and Creativity

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.773796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ef2dde7-cd2a-41a8-8edf-555839959725 · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.870234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d7a67e-1afb-43e3-9e5a-f57b033ec0ef · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 9

Resolution: parse uncertain; no resolver link, observed 2026-08-04T13:23:17.211703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba77ef2-6f2b-470b-8967-9a4a9a1a8007 · outbound

This paper cites (2025b), which achieved 80% agreement with human raters.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity (2025b), which achieved 80% agreement with human raters

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:17.377153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d132d0e-16db-48a9-a0a8-411a2df3acb0 · outbound

This paper cites responses.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity responses

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:16.250011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4832ee5d-f583-4cd2-898a-9ab5888cacdc · outbound

This paper cites responses.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity responses

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:16.359753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b35716f3-79d9-461f-bbd3-468cc61b0f6c · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 14

Resolution: parse uncertain; no resolver link, observed 2026-08-04T13:23:16.474118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6073387-23f3-426a-bfaa-9c1d1265f98a · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:16.612002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 693b3762-46b4-4ab0-bb7e-4d797f7e5e1c · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:16.693924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabf41f9-5253-4cec-9492-9dc1621ee7e8 · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 17

Resolution: parse uncertain; no resolver link, observed 2026-08-04T13:23:16.839028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0d3f910-5723-459e-88e9-2f7e45b4d672 · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:17.012473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3140d00d-0217-4cc6-ac9d-5911f00b3fda · outbound

This paper cites an unresolved cited work.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:17.501236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f73c533-ee09-4646-b7f9-10bbb41993aa · outbound

This paper cites octopus,.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity octopus,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:17.660555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f16fab-97df-41db-b607-95fb10778df2 · outbound

This paper cites doi: 10.18653/v1/P19-1566.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity doi: 10.18653/v1/P19-1566

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.592035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fcde19b-86d4-4af4-989a-7ea64a6d25ef · outbound

This paper cites Modifying Large Language Model Post-Training for Diverse Creative Writing.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Modifying Large Language Model Post-Training for Diverse Creative Writing

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.474501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bda7e0a-1465-40e2-b8fd-606d933bcf00 · outbound

This paper cites Using Semantic Similarity and Text Embedding to Measure the Social Media Echo of Strategic Communications.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Using Semantic Similarity and Text Embedding to Measure the Social Media Echo of Strategic Communications

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.420929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd5b6225-4158-4808-8cb7-a59f9e2faa64 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T13:23:15.338387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec21682-f668-4aa4-8d46-07c51a1c1203 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: malformed identifier; no resolver link, observed 2026-08-04T13:23:15.540437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 40062221-8534-486d-85de-a3d1e264e8fc · inbound

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs cites this paper.

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T14:19:17.175716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f45e8234-e14d-4273-84a5-16b7b9806bf5 · inbound

Validity, Sparse Holes, and Breadth in Language Generation: Banach Density, Topology, and Geometry cites this paper.

Validity, Sparse Holes, and Breadth in Language Generation: Banach Density, Topology, and Geometry Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c6776b19-4e5e-4a84-9cad-fa83f87504be · inbound

Validity, Sparse Holes, and Breadth in Language Generation: Banach Density, Topology, and Geometry cites this paper.

Validity, Sparse Holes, and Breadth in Language Generation: Banach Density, Topology, and Geometry Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T17:09:42.439851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ebbbad7-1316-4de6-8aa8-b3a2ce47f2ad · inbound

PromptEvolver: Prompt Inversion through Evolutionary Optimization in Natural-Language Space cites this paper.

PromptEvolver: Prompt Inversion through Evolutionary Optimization in Natural-Language Space Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fad0f4a7-b096-4563-abad-bfc67d7972b4 · inbound

Dynamic Context Evolution for Scalable Synthetic Data Generation cites this paper.

Dynamic Context Evolution for Scalable Synthetic Data Generation Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b8ca54b5-e46b-4eed-81c9-99675a209ff8 · inbound

DORA Explorer: Improving the Exploration Ability of LLMs Without Training cites this paper.

DORA Explorer: Improving the Exploration Ability of LLMs Without Training Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c30b945-afa1-4542-807d-ed64e091cf6e · inbound

TurboEvolve: Towards Fast and Robust LLM-Driven Program Evolution cites this paper.

TurboEvolve: Towards Fast and Robust LLM-Driven Program Evolution Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b4757175-e1f9-4b3d-a070-bc689e76dd0a · inbound

Measuring and Mitigating Persona Distortions from AI Writing Assistance cites this paper.

Measuring and Mitigating Persona Distortions from AI Writing Assistance Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8fbe162e-ed41-4410-bb8a-f03d920cb5d8 · inbound

Measuring and Mitigating Persona Distortions from AI Writing Assistance cites this paper.

Measuring and Mitigating Persona Distortions from AI Writing Assistance Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9f46aa7d-5467-429f-8d7f-1415edf2b6c8 · inbound

The Impact of AI-Generated Text on the Internet cites this paper.

The Impact of AI-Generated Text on the Internet Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a952850b-a6ee-4023-ba5f-300f48930760 · inbound

FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents cites this paper.

FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 91b0cc4c-b9e0-43f7-a4d3-fb1d5577af8d · inbound

Annotations Mitigate Post-Training Mode Collapse cites this paper.

Annotations Mitigate Post-Training Mode Collapse Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cf8e9c87-6cc6-4983-8c7d-de2d8003d604 · inbound

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces cites this paper.

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 098ba6c9-dc5c-4dca-8f98-4cf39c5f2f46 · inbound

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces cites this paper.

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6d7dee28-84e1-408c-9324-3fea35248fa2 · inbound

Unlocking LLM Creativity in Science through Analogical Reasoning cites this paper.

Unlocking LLM Creativity in Science through Analogical Reasoning Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d7a0a744-44cd-4a89-a1c5-2c5e9b33b148 · inbound

Simulating Human Memory with Language Models cites this paper.

Simulating Human Memory with Language Models Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 86

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 27b21aa4-8e90-4995-8a07-7256d946034c · inbound

When Discourse Pressures Conflict: Information Structure in Vision-Language Model Outputs cites this paper.

When Discourse Pressures Conflict: Information Structure in Vision-Language Model Outputs Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db588b78-521b-46c4-9b67-613f6b81d6e9 · inbound

When Discourse Pressures Conflict: Information Structure in Vision-Language Model Outputs cites this paper.

When Discourse Pressures Conflict: Information Structure in Vision-Language Model Outputs Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:22.420265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63ac0ad4-0d05-47fe-9a5b-7c39a82c4513 · inbound

KnowledgeGain: Evaluating and Optimizing Science News Generation for Reader Learning cites this paper.

KnowledgeGain: Evaluating and Optimizing Science News Generation for Reader Learning Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dd655e6d-0791-4368-b791-81da099e92b8 · inbound

"I've Seen How This Goes": Characterizing Diversity via Progressive Conditional Surprise cites this paper.

"I've Seen How This Goes": Characterizing Diversity via Progressive Conditional Surprise Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d1ca215d-7a3a-4d38-bdaa-e50835662e58 · inbound

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment cites this paper.

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c62d4107-1a6b-4828-8ee8-14b483a2039c · inbound

Seeing the Hivemind: A Consensus-Aware Interaction Technique for Mitigating AI Homogenization cites this paper.

Seeing the Hivemind: A Consensus-Aware Interaction Technique for Mitigating AI Homogenization Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 29

Resolution: malformed identifier; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e145c34a-13d6-4bd3-8874-0afd46997266 · inbound

Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion cites this paper.

Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b97fe46-5e6d-44e9-ade5-83fe05f9195d · inbound

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems cites this paper.

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 121

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d30f781c-1737-424b-b5ba-fa0b417cc7a4 · inbound

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems cites this paper.

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 111

Resolution: unresolved; no resolver link, observed 2026-08-02T10:27:18.210629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2303e9-6ed5-496f-a88c-ea4ebc043d31 · inbound

ECHO: Learning Epistemically Adaptive Language Agents with Turn-Level Credit cites this paper.

ECHO: Learning Epistemically Adaptive Language Agents with Turn-Level Credit Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 74

Resolution: metadata mismatch; arxiv_id, observed 2026-07-17T01:20:39.022855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d79d3e92-b159-455c-aee8-a2b04b8a57c7 · inbound

More Is Not More: What Matters for Diversity in LLM Opinions? cites this paper.

More Is Not More: What Matters for Diversity in LLM Opinions? Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-02T14:33:37.645312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 036ee45f-be44-4d92-a965-f6301fcb5c70 · inbound

Instruction-Tuned Language Models Cannot Sample from Distributions They Can Describe cites this paper.

Instruction-Tuned Language Models Cannot Sample from Distributions They Can Describe Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T02:55:58.883321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91047d29-fccb-4684-85bc-7a697358a0cf · inbound

CreativeInstruct: Scalably Teaching LLMs to Balance Quality, Creativity, and Diversity cites this paper.

CreativeInstruct: Scalably Teaching LLMs to Balance Quality, Creativity, and Diversity Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T04:21:41.771916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c759508-dca8-4e29-9d72-620b09e13353 · inbound

One Frozen Simulator Is Not Enough: Simulator Collapse in Multi-Agent RL cites this paper.

One Frozen Simulator Is Not Enough: Simulator Collapse in Multi-Agent RL Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:15:04.558740Z

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