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Paper Citation Record · LEDGER

MoCo: A One-Stop Shop for Model Collaboration Research

As of 10 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2601.21257.

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

pith.paper-citation-record.v1
2601.21257 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T10:17:37.129753Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T21:49:27.042616Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T18:57:16.610354Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact23
  • verified fuzzy10
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 71c6594c-3a03-495b-a33b-7c3edfe07c5d · outbound

This paper cites Program Synthesis with Large Language Models.

MoCo: A One-Stop Shop for Model Collaboration Research Program Synthesis with Large Language Models

Reference 1

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 847a70e5-09c1-4df1-9ba9-7b39aef4b5ed · outbound

This paper cites CulturalBench: A Robust, Diverse, and Challenging Cultural Benchmark by Human-AI CulturalTeaming.

MoCo: A One-Stop Shop for Model Collaboration Research CulturalBench: A Robust, Diverse, and Challenging Cultural Benchmark by Human-AI CulturalTeaming

Reference 2

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arxiv_id, observed 2026-05-16T10:17:43.695656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e562a50a-f345-4ac8-8fe1-5ae2b053ce7c · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

MoCo: A One-Stop Shop for Model Collaboration Research Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 3

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local_arxiv, observed 2026-05-16T10:17:43.754779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 48eda1e5-5868-4d14-bb26-648bf8972850 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

MoCo: A One-Stop Shop for Model Collaboration Research Training Verifiers to Solve Math Word Problems

Reference 4

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verified exact
local_arxiv, observed 2026-05-16T10:17:43.700694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:ed144ff8c44975e7f16cedcb0802b3aa5249858e04af9c78961a88cb94fc3dd0

Observation 35031eed-53b1-4040-b880-ec6fef357701 · outbound

This paper cites Nudging: Inference-time Alignment of LLMs via Guided Decoding.

MoCo: A One-Stop Shop for Model Collaboration Research Nudging: Inference-time Alignment of LLMs via Guided Decoding

Reference 5

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arxiv_id, observed 2026-05-16T10:17:43.749971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e1c4d6d9-134c-4a02-90c1-c79b40c7893f · outbound

This paper cites When One LLM Drools, Multi-LLM Collaboration Rules.

MoCo: A One-Stop Shop for Model Collaboration Research When One LLM Drools, Multi-LLM Collaboration Rules

Reference 6

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arxiv_id, observed 2026-05-16T10:17:43.773169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:cbf26aac0913cb53bb41e423a06bf8eb4f178762ca2655b5119e85976e382e1c

Observation 9099f4a1-279e-434b-89cb-ddf787b40c7c · outbound

This paper cites Arcee’s MergeKit: A toolkit for merging large lan- guage models.

MoCo: A One-Stop Shop for Model Collaboration Research Arcee’s MergeKit: A toolkit for merging large lan- guage models

Reference 7

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raw_fallback, observed 2026-05-16T10:17:44.768303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:a31662528ab78f1f662587c590bd33880082b1792fc88721087372d47b9f6f32

Observation d786084e-6c96-4012-955b-94ff247a5c68 · outbound

This paper cites The Llama 3 Herd of Models.

MoCo: A One-Stop Shop for Model Collaboration Research The Llama 3 Herd of Models

Reference 8

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local_arxiv, observed 2026-05-16T10:17:43.713019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:6dd707d4d3598663161c47a62a6b2b541d78159e4201f230067fc9bdac196e1e

Observation a7f990ac-84ee-41ea-81d6-3a6e1efce6c0 · outbound

This paper cites Care: Aligning language models for regional cultural awareness.arXiv preprint arXiv:2504.05154.

MoCo: A One-Stop Shop for Model Collaboration Research Care: Aligning language models for regional cultural awareness.arXiv preprint arXiv:2504.05154

Reference 9

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arxiv_id, observed 2026-05-16T10:17:43.782718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:5cb1a707cf8bd8c14bec53c8e5380995378d8acc8b6901dc71ab1a862c9ba1a7

Observation d3f01924-221c-42d3-a9e7-999b9a96db2f · outbound

This paper cites Relayllm: Efficient reasoning via collaborative decod- ing.arXiv preprint arXiv:2601.05167.

MoCo: A One-Stop Shop for Model Collaboration Research Relayllm: Efficient reasoning via collaborative decod- ing.arXiv preprint arXiv:2601.05167

Reference 10

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arxiv_id, observed 2026-05-16T10:17:43.728513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 5cd8013a-c711-43b9-8815-4a4fe2f0de6c · outbound

This paper cites DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning.

MoCo: A One-Stop Shop for Model Collaboration Research DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning

Reference 11

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verified exact
arxiv_id, observed 2026-05-16T10:17:43.691021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a6783f0a-d9c5-4d68-9a97-137b9b033b9e · outbound

This paper cites Pub- medqa: A dataset for biomedical research question an- swering.

MoCo: A One-Stop Shop for Model Collaboration Research Pub- medqa: A dataset for biomedical research question an- swering

Reference 12

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verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.783550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:2b9a58a22a5f5c9ae6ecf5c733789e8eaba29efccb8ac89db100d230a7347846

Observation 34e1a8ee-4257-4cc5-b715-27674ac764f8 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

MoCo: A One-Stop Shop for Model Collaboration Research Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 13

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verified exact
local_arxiv, observed 2026-05-16T10:17:43.791488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:d0b2d7a63d20f7a1efe25376b3b6f503f372063912ca316d633dab518c4aa165

Observation d813db13-744d-4abb-b75c-2dde4dba5d49 · outbound

This paper cites In-the-flow agentic system opti- mization for effective planning and tool use.

MoCo: A One-Stop Shop for Model Collaboration Research In-the-flow agentic system opti- mization for effective planning and tool use

Reference 14

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verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.789107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:900239582781eb9ae93f8a725c5b338c4d1b553d9c5f54bc3fbec3014fe1fcdb

Observation f57decbb-3e4e-4e1d-b786-d2175e888982 · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

MoCo: A One-Stop Shop for Model Collaboration Research Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 15

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arxiv_id, observed 2026-05-17T16:18:01.701777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:b32ae2990ba5a9dddbc1a761f741cd90614cafc73a0b41de3542c7c06e4463f8

Observation 62f02fdb-4ad0-4d2f-a77c-6f7a85099092 · outbound

This paper cites General-Reasoner: Advancing LLM Reasoning Across All Domains.

MoCo: A One-Stop Shop for Model Collaboration Research General-Reasoner: Advancing LLM Reasoning Across All Domains

Reference 16

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arxiv_id, observed 2026-05-16T10:17:43.759451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation f469bfab-9fdd-4a11-844c-607a29e8ae0f · outbound

This paper cites Olmo 3.

MoCo: A One-Stop Shop for Model Collaboration Research Olmo 3

Reference 17

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local_arxiv, observed 2026-05-16T10:17:43.767790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 31a2c178-3974-4cfc-8e50-fde590cda196 · outbound

This paper cites CLIPPER: Compression enables long-context synthetic data generation.

MoCo: A One-Stop Shop for Model Collaboration Research CLIPPER: Compression enables long-context synthetic data generation

Reference 18

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arxiv_id, observed 2026-05-16T10:17:43.745649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c0d2177c-1ada-4d02-8768-9b56e9f687ce · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

MoCo: A One-Stop Shop for Model Collaboration Research ToolRL: Reward is All Tool Learning Needs

Reference 19

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metadata mismatch
local_arxiv, observed 2026-05-16T10:17:43.707579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:782f978a4cf81dc5be115f50efaaec171c3deae20b784393a4b605400f1af214

Observation 9095a8b6-3605-4dbe-932d-c8dbac04ca0b · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

MoCo: A One-Stop Shop for Model Collaboration Research DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 20

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verified exact
local_arxiv, observed 2026-05-16T10:17:43.777924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:08300eb87d9111e50bb7ae427cf956307010bb9f84e89c7d173fcddfeb4b619c

Observation 1d18fcaa-1364-4c4f-9724-4d6f3d7debac · outbound

This paper cites The Hallucination Tax of Reinforcement Finetuning.

MoCo: A One-Stop Shop for Model Collaboration Research The Hallucination Tax of Reinforcement Finetuning

Reference 21

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verified exact
arxiv_id, observed 2026-05-16T10:17:43.795988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:c84a6b5b659c04be4576a0de4caf01725c04a09a479dbe20bcb193adbded0473

Observation 242d5889-d95f-4c78-b614-43f89556ad27 · outbound

This paper cites W., Chowdhery, A., Le, Q., Chi, E., Zhou, D., et al.

MoCo: A One-Stop Shop for Model Collaboration Research W., Chowdhery, A., Le, Q., Chi, E., Zhou, D., et al

Reference 22

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raw_fallback, observed 2026-05-16T10:17:44.797551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:c4010c124d40de7eb079aa76d450b42592bc17b0cbf91dc542b452ac141614d8

Observation 0e53463c-0758-48cf-afa3-1bbdcf2aee10 · outbound

This paper cites Aligning Large Language Models with Implicit Preferences from User-Generated Content.

MoCo: A One-Stop Shop for Model Collaboration Research Aligning Large Language Models with Implicit Preferences from User-Generated Content

Reference 23

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verified exact
arxiv_id, observed 2026-05-16T10:17:43.787411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:33d5363b6aec06ac2e4c187a7467d019c9e95c726fecad61835c31b9eb4b986e

Observation 7318df56-1dae-47a5-a2bd-f56115b631f9 · outbound

This paper cites Minicheck: Efficient fact-checking of llms on grounding documents.

MoCo: A One-Stop Shop for Model Collaboration Research Minicheck: Efficient fact-checking of llms on grounding documents

Reference 24

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verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.791862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:5402ede046206b2c6a0710b22027e1d39f15c25820d05fed53ae174b847f362c

Observation 4c0577a1-887d-4ce4-ac4a-0b67022dee69 · outbound

This paper cites Scir- iff: A resource to enhance language model instruction- following over scientific literature.

MoCo: A One-Stop Shop for Model Collaboration Research Scir- iff: A resource to enhance language model instruction- following over scientific literature

Reference 25

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raw_fallback, observed 2026-05-16T10:17:44.794529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:fb54f45e3d680173b49c054cc0f04846bcb9365e40c5b032c5b96c4159cd02e8

Observation d77114e6-e419-4764-bbca-1e6de935cfab · outbound

This paper cites Always Tell Me The Odds: Fine-grained Conditional Probability Estimation.

MoCo: A One-Stop Shop for Model Collaboration Research Always Tell Me The Odds: Fine-grained Conditional Probability Estimation

Reference 26

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verified exact
local_arxiv, observed 2026-05-16T10:17:43.736353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:efd1652bd17865122c285e6f90e37a8b7a145385368052bf3a05b817b518ad3a

Observation bd45fd71-d66b-4ecb-8bea-ce11dc8a86a5 · outbound

This paper cites Improved Representation Steering for Language Models.

MoCo: A One-Stop Shop for Model Collaboration Research Improved Representation Steering for Language Models

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-16T10:17:43.684248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:1b7af6d257aba0999dcce23613ff0970ed948c30552073ea692b6af005abaf2b

Observation bdd9b769-8072-418b-a8d4-b3b49f191e62 · outbound

This paper cites Prompt-mii: Meta-learning instruction induction for llms.arXiv preprint arXiv:2510.16932.

MoCo: A One-Stop Shop for Model Collaboration Research Prompt-mii: Meta-learning instruction induction for llms.arXiv preprint arXiv:2510.16932

Reference 28

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arxiv_id, observed 2026-05-16T10:17:43.800651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:6bcd03ab09bb906ceb25c2117c49671286e789f95bdb9a813c7b991ea1c56f4b

Observation 62f7cf6a-7215-4b70-940b-c6fa3278a2c8 · outbound

This paper cites Qwen2 Technical Report.

MoCo: A One-Stop Shop for Model Collaboration Research Qwen2 Technical Report

Reference 29

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verified exact
local_arxiv, observed 2026-05-16T10:17:43.732226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:2dc1a51a3eb53c34e975813b5c44a60b01c2d5506c41dcb7321335f9b25b64de

Observation 83217a5d-3fd7-42d1-8618-ba75e929ff47 · outbound

This paper cites Netsafe: Exploring the topological safety of multi-agent system.

MoCo: A One-Stop Shop for Model Collaboration Research Netsafe: Exploring the topological safety of multi-agent system

Reference 30

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verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.786382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:05b0e63968d2a58970c02f8e689f05aaf80b6f2b670f4e0dcaebec77e96dd590

Observation e87368b9-a753-4272-9b55-56a27d278a73 · outbound

This paper cites Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection.

MoCo: A One-Stop Shop for Model Collaboration Research Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection

Reference 31

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arxiv_id, observed 2026-05-16T10:17:43.741189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:dafbc18432bb5aa838bc625b12deace2e901540faee4a487ba7cafb1aeebaad8

Observation a1f4205f-c244-443a-9783-f5a56707a7bd · outbound

This paper cites The Majority is not always right: RL training for solution aggregation.

MoCo: A One-Stop Shop for Model Collaboration Research The Majority is not always right: RL training for solution aggregation

Reference 32

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arxiv_id, observed 2026-05-16T10:17:43.763828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:6c80d2334ec13a629f7efe22580d82815c97d380ac6443fc95859dfe99147ef8

Observation 69b9b2ce-58f5-49e3-9937-7ead645c70f3 · outbound

This paper cites Weak- to-strong extrapolation expedites alignment.

MoCo: A One-Stop Shop for Model Collaboration Research Weak- to-strong extrapolation expedites alignment

Reference 33

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raw_fallback, observed 2026-05-16T10:17:44.777448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:8d88ba8dfe641e5a7d5297e871eb375705e51513fae8f76de29584e3f724cc95

Observation ebb3fda0-d94e-4c2f-9fa1-09e269a7c399 · outbound

This paper cites Agieval: A human- centric benchmark for evaluating foundation models.

MoCo: A One-Stop Shop for Model Collaboration Research Agieval: A human- centric benchmark for evaluating foundation models

Reference 34

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verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.800248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation aa5e70e3-f608-4439-a958-ad9592b616a2 · outbound

This paper cites We employ the default hyperparameters in MOCOfor different model collaboration algorithms.

MoCo: A One-Stop Shop for Model Collaboration Research We employ the default hyperparameters in MOCOfor different model collaboration algorithms

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:17:44.771779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8943a294-719d-4d6e-b69e-783498a0eafb · outbound

This paper cites an unresolved cited work.

MoCo: A One-Stop Shop for Model Collaboration Research Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:17:44.780277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 308622d7-50d3-4374-aa2e-a6ad07175e2c · outbound

This paper cites an unresolved cited work.

MoCo: A One-Stop Shop for Model Collaboration Research Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:17:44.774670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T10:17:37.129753Z digest=sha256:4da5dcceba88eb07926b63be2922618cbce884b159db196fb29a1fa84842e4de

Pith citing papers

Observation 649508fb-5f68-49e1-a00c-2c5f6359ab33 · inbound

Scaling Participation in Modular AI Systems cites this paper.

Scaling Participation in Modular AI Systems MoCo: A One-Stop Shop for Model Collaboration Research

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T18:57:16.611566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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