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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.273018Z digest=sha256:1f915385ce64cfd0c2d689769e6fdc0e604c8cedf2349f19c087c42e9b6b6479

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.277449Z digest=sha256:c5d20d0301476a41f376fa6cd3bfac3074b1f3994e0fd47f99aeede3e1b8c406

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.281197Z digest=sha256:1f382354da88c43c869099c0031ef8020fa3a6bb5ac659502aff82561c0510cc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.285116Z digest=sha256:9ec4c7b5f22745c2f870b29c2bfca1691b20d6dd8107f478de95eb4f9ee954c6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.289504Z digest=sha256:ada3f1311862506eb67d76cd73238f6d0dbc9105be7188634c1901485762d919

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.293908Z digest=sha256:bb9bee833512cb76613733e1399228489b0cae8dadf90d496f44e6e47b6adeda

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.313641Z digest=sha256:22e79e1ce39c2c53faf7ac375cf8ba6f1db7314ea5e110bc9f52350dc8a7ccbd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.317026Z digest=sha256:e39fc1dbddf6b15862cc6d06cd0ea028736998096a6ab0f7ece72f650ad8b087

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.327535Z digest=sha256:4f50989a9af8e8fbb2ea28e77b033ea1dc9d84242bee34e7c608a425786f092e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.330680Z digest=sha256:8d641069fb19957c0f4c688866e681302d105afbade5f7922cb4068b09a351e4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.337638Z digest=sha256:c8f1e88d358b1bd66542126a0c3531635419028e219b700f890e348b3edf5c4d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.341163Z digest=sha256:a1e4b44e527a1a2ed7e905a7a9971f6856a465d5fe9908bc5cd9aea76fe3a385

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.351564Z digest=sha256:15b4353ce3bb5aab75ce960f3e4e2ff7a3ba4c2c1c92f50663c77020d784a3ed

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.355328Z digest=sha256:f757f46644c286b6487ebc37d250750edbc2f0dfc93f4c7eb2349502fd87fc41

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.362595Z digest=sha256:0131e910371da6a60de0054995d427ea1fc80fe7e52e105612b935752acf6588

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.369418Z digest=sha256:6af435b4e3e4f634c4a1cc0528bc4293f9348dee58e34ca2fda6ef53dd4073ad

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.376652Z digest=sha256:486b9258305d5bad1b0ba58eac3feddf37e474b847d9ea66b56af8766dd2cc57

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
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.379776Z digest=sha256:11ec567e5c60b4323edc23d1930b6cc37d865030babd5ae6eca3d3d387ae6cdf

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.382871Z digest=sha256:37dfb46f078ca1a62f3988ed695b1d98666b9da4d1a140eb3f37e71a71b85bc4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.385949Z digest=sha256:97cffac8825f177ab2f13ed994d9c0a1e3fa0ffb11ebd13daf237a0ada146668

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.310319Z digest=sha256:d2a1bef8bbee8d7023478dd884f51ccf3f886df7a55b3c46098c2ad8e9654a37

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.344649Z digest=sha256:409579105bcf5b453b8424bec3cbfe83638ef3c2271140bb2f31ede41211897c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.320602Z digest=sha256:6317bacfe77025c5dc4cdfc8aa75dddb6c96ff5d8e513b02a80c433a7927f4d6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.334197Z digest=sha256:839463bca0cc6480656d11b1c88e5d2d9aed0528730ec1712863f275e7fb86ff

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.365938Z digest=sha256:f885b8705dc7edae337663a682bf8a5399f867ef3cbd1c096b47cf9701e6a54e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:40:01.306201Z digest=sha256:9b0e1828aaceda1d4d00689b627ad05a03f4bec22a2c77a9ae29c3f119a90438

Pith citing papers

No inbound Pith citation observations are available.