Pith. sign in

Paper Citation Record · LEDGER

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance

As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2505.12334.

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

pith.paper-citation-record.v1
2505.12334 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:40:01.385949Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d808ea91-1c94-4d9c-97f6-062f4691fd4e · outbound

This paper cites GPT-4 Technical Report.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.259497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.259497Z digest=sha256:41126928ae0719e5a41c33a80bece17b538f74ba8ca32d76d82dc9f155029260

Observation 950adadb-702a-4be6-8ca8-33ec84580fae · outbound

This paper cites Towards robust personalized dialogue generation via order-insensitive representation regularization.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Towards robust personalized dialogue generation via order-insensitive representation regularization

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.808075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.273018Z digest=sha256:3a50e56f894aaab61b369675fd109eb5c38602e71479a91fccead0952c17f7fc

Observation 1ec66091-c7a9-4014-9584-af1aa47e3abc · outbound

This paper cites Recent trends in per- sonalized dialogue generation: A review of datasets, methodologies, and evaluations.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Recent trends in per- sonalized dialogue generation: A review of datasets, methodologies, and evaluations

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.797943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.277449Z digest=sha256:1febafd2eaaf1eadabdf9b922dfea6974418c497e3c8ca6e4532f17b1cc928b2

Observation 2148d73e-b6f1-4be6-a8ed-c85073bb97e9 · outbound

This paper cites Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.788249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.281197Z digest=sha256:f9b83be7f66d97f6a5235f29694ca8ed65826e25789893a4b9320b86692ab07b

Observation ce1b4bdf-ebb8-4312-b901-07ebe0083921 · outbound

This paper cites Prompting and evaluating large language models for proactive dialogues: Clarification, target-guided, and non- collaboration.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Prompting and evaluating large language models for proactive dialogues: Clarification, target-guided, and non- collaboration

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.778774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.285116Z digest=sha256:39c825c7cc70fe272c648f9c6d60ccc06a1a61f00786a6b27564f7dd06ac763c

Observation e4923f4a-4c07-40ec-b88a-aef115436484 · outbound

This paper cites Confucius: Iterative tool learning from introspection feedback by easy-to-difficult curriculum.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Confucius: Iterative tool learning from introspection feedback by easy-to-difficult curriculum

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.768999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.289504Z digest=sha256:e3b0f30bd21c7723dad229f604b200d5f8a62ef63976fae79d4c34549c75193a

Observation 8acc4f63-720c-451e-a224-a54875312ac7 · outbound

This paper cites Knowledge-grounded dialogue flow management for social robots and conver- sational agents.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Knowledge-grounded dialogue flow management for social robots and conver- sational agents

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.757155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.293908Z digest=sha256:2eb247f81923f26245130b2391fc7edac924ad59f2d20c10c7fa73506bc2c1bc

Observation 8c0ec70f-de01-4ff0-8d68-0ee1d6ae92c3 · outbound

This paper cites Dynamic Compressing Prompts for Efficient Inference of Large Language Models.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Dynamic Compressing Prompts for Efficient Inference of Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.301695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.301695Z digest=sha256:bcf0bba604f789b96d0672023d83e3e9def0dee2b6748537b2960be43f0df1d8

Observation 67cdf03a-3a37-4b47-a0be-9e001aacc953 · outbound

This paper cites Proactive conversational agents in the post-chatgpt world.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Proactive conversational agents in the post-chatgpt world

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.723930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.313641Z digest=sha256:8b6fa3da825b07f16e44151a92271be784a544efde86629fb12b3e4a3cb4b449

Observation 2f133c57-c6db-40a4-aaa9-d86ce178fd15 · outbound

This paper cites Interprofessional com- munication and its challenges.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Interprofessional com- munication and its challenges

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.714683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.317026Z digest=sha256:3af4163b8943c513b37d6b6ca07970bb92788415afc6d263680eedda160c313f

Observation 1b248133-a214-4ff0-bd12-a9d8faed79a5 · outbound

This paper cites MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.323805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.323805Z digest=sha256:b04b6e51e7d5677f96060cfc897bbe4ccfcdb57a1bc2fe995e4971e45217e261

Observation 4579a431-7d28-40a3-b799-2f6bd65506ff · outbound

This paper cites A critical review of state-of-the- art chatbot designs and applications.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance A critical review of state-of-the- art chatbot designs and applications

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.694959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.327535Z digest=sha256:3fc2ea3c804da7e23ab7d062c6b9094729b128574e81ba4fb5023021d7dc2df2

Observation 1305d479-9d6e-4107-8de1-fae266b39949 · outbound

This paper cites Engagement in human-agent interaction: An overview.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Engagement in human-agent interaction: An overview

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.685776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.330680Z digest=sha256:50d5f6c289b52cadd5202c27d4ab13e9499593568b04ae73d57091cace9dba26

Observation 3c52d053-76a5-4126-bb0f-574578b1c961 · outbound

This paper cites com/blog/chatgpt/.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance com/blog/chatgpt/

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.666865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.337638Z digest=sha256:c08902e6a52bbe3e8916a6d28e404633b10067caa52b955ee781c007c3d9817b

Observation f4e5df71-63ff-49e6-9c23-8e0b36b60fb6 · outbound

This paper cites [Organization, 2008] International Labour Organization.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance [Organization, 2008] International Labour Organization

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.657184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.341163Z digest=sha256:2a65df19de129f950d3f2cfe9ef67d84011fce1c49f143b28ea0030fff9a348b

Observation a3004d04-e30f-43bf-8f29-bc0d02797e70 · outbound

This paper cites BlenderBot 3: a deployed conversational agent that continually learns to responsibly engage.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance BlenderBot 3: a deployed conversational agent that continually learns to responsibly engage

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.347656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.347656Z digest=sha256:68caacbd8ad3a9c9484dfbc838a882a0fb642d519a8b2382dbb8461848be49a1

Observation a8ccf9c7-39d7-4cc6-b5d5-2c15a800f40d · outbound

This paper cites Towards diverse, relevant and coherent open-domain dialogue generation via hybrid latent variables.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Towards diverse, relevant and coherent open-domain dialogue generation via hybrid latent variables

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.636957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.351564Z digest=sha256:493030a5209709b6e889b8e4db7af747c1b7c300ce49d4a86a200d61a36bd64b

Observation 7b1c16d3-9663-4711-8218-1130824448d0 · outbound

This paper cites Target-guided open-domain conversation.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Target-guided open-domain conversation

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.626677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.355328Z digest=sha256:985598d8a07a40604140bbba3facd9f169837b9034d2de67fe92c51db4efaca2

Observation 22acfb00-b595-4a09-ab82-15fb51cff574 · outbound

This paper cites A survey on curriculum learning.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance A survey on curriculum learning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.616712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.362595Z digest=sha256:041227426135bba29c004f7c902b8e02a1f9450495928ba118546d423694f9c8

Observation 6a6095b2-e729-4260-b552-da5f17d7e48b · outbound

This paper cites Learning by trial and error.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Learning by trial and error

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.595705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.369418Z digest=sha256:14acf4102c506e9ceaf41dd9d6481493bfb90457b5fbdf423c2d232ca7cdd415

Observation ff3f5319-1dbf-4ef0-9d67-6de7cfdaef15 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36,.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.586186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.376652Z digest=sha256:7fddf8167971f14adba434c5f2bd37ddb2d2690cf9f39d30e4c5a143a7c13910

Observation 0001138f-b681-451b-9272-093432e4375e · outbound

This paper cites an unresolved cited work.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:40:01.575870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.379776Z digest=sha256:d3136249e1b15d67866f2060df6d649258c45d2beaa60ac6262539940fa9a105

Observation c0e6af8c-bf44-4762-9417-c8bafe567121 · outbound

This paper cites an unresolved cited work.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:40:01.565976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.382871Z digest=sha256:b811770be92e3a4f79fa20e9af10aca64391ea1568a8e910f3e41023176244a2

Observation c9b9981a-6f51-4eba-9511-b82ba49c21d0 · outbound

This paper cites Lima: Less is more for align- ment.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Lima: Less is more for align- ment

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.554468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.385949Z digest=sha256:d6cdfdae229240c3bebd7f2a0f54335864eb7afbc35c406791f7d2072513197a

Observation e3487c81-4137-4abd-b061-eed01067b5de · outbound

This paper cites Open-domain dialogue generation: What we can do, cannot do, and should do next.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Open-domain dialogue generation: What we can do, cannot do, and should do next

Reference 1977

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.733433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.310319Z digest=sha256:eaa1e058836cd123eb83bbf74720ced756a11997f8e19b272188e571f64d1879

Observation 3e571280-2629-4364-a7ab-b85735af7aaa · outbound

This paper cites [Rodrigues et al., 2022] Carlos Rodrigues, Ars ´enio Reis, Rodrigo Pereira, Paulo Martins, Jos ´e Sousa, and Tiago Pinto.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance [Rodrigues et al., 2022] Carlos Rodrigues, Ars ´enio Reis, Rodrigo Pereira, Paulo Martins, Jos ´e Sousa, and Tiago Pinto

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.647068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.344649Z digest=sha256:6d48cae703eddcac4bd554d350a99b4683605b15136a6b58c1c8015a72aaa83d

Observation 1d83786d-7c96-4629-8962-baf33e000822 · outbound

This paper cites A Survey of Large Language Models.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance A Survey of Large Language Models

Reference 2009

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.373002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.373002Z digest=sha256:7e4730822c37b001211f6d75b89af2a3d9268ba17960d69aaf9efd3dff4ba5ee

Observation 6eff47ba-2b5a-41a2-9fbc-31f38456ffb2 · outbound

This paper cites Chatbot Arena,.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Chatbot Arena,

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.704594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.320602Z digest=sha256:8810bb12455f801bdaddd6fb1357cb89f5311fb59104800049ba63a16875f31b

Observation 4085c392-6b51-429e-b256-003875d9d2b7 · outbound

This paper cites CharacterChat: Learning towards Conversational AI with Personalized Social Support.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance CharacterChat: Learning towards Conversational AI with Personalized Social Support

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.358649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.358649Z digest=sha256:ca87185323d2740106deaed7c6015d1c9e97d4686790fc8bcf499448901793bd

Observation d1dc6757-8591-4542-860a-22ce87cff1de · outbound

This paper cites ChatGPT,.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance ChatGPT,

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.676153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.334197Z digest=sha256:7245de5077dc92a7501e43ff195da5f0458da2e02ab8d7f333573b5b1b252f5b

Observation 003b8514-bf40-4f81-8013-c4478308cd1c · outbound

This paper cites Target-constrained bidirectional planning for genera- tion of target-oriented proactive dialogue.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Target-constrained bidirectional planning for genera- tion of target-oriented proactive dialogue

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.606729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.365938Z digest=sha256:ce9d2b570eb4aac3588ee1dc24d477ad0de8a0e09913c2e8155388a336c166ba

Observation 740c5795-df3b-4bda-8034-6c5d219dd486 · outbound

This paper cites Dynamic ensemble reasoning for llm experts.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Dynamic ensemble reasoning for llm experts

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.297836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.297836Z digest=sha256:508bd9aa553cdcee225c677e18b2854855cd3341572756c254e54c1e634dc468

Observation bb650f2d-07cc-4f16-b99a-7da2eacbede9 · outbound

This paper cites Llama 3 model card.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Llama 3 model card

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.264295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.264295Z digest=sha256:e6a7df994582e88ed898a2ecefa6f8f6a39d0960da8b3806cee68d6f268f5350

Observation dfcfaa96-cc25-45a9-8134-fe184899fe0b · outbound

This paper cites Qwen Technical Report.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Qwen Technical Report

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T20:40:01.268281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:40:01.268281Z digest=sha256:f82627da452eb4db7b0d2d62a7a504b7f18c67856e74cb1ccea4c427b14951c3

Observation 828cb203-6584-460a-99bc-975b24f99071 · outbound

This paper cites Perplexity—a measure of the difficulty of speech recognition tasks.

Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance Perplexity—a measure of the difficulty of speech recognition tasks

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:40:01.745731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:40:01.306201Z digest=sha256:4e92150c3900d437cffbfe68948c609db77fccfce5ff9678add232f6e9c719d9

Pith citing papers

No inbound Pith citation observations are available.