Paper Citation Record · LEDGER

Interactive Task Alignment as a POMDP

As of 13 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2607.16412.

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

pith.paper-citation-record.v1
2607.16412 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T21:04:43.450565Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd0abe64-e5e8-4681-bd75-fb3cb426ff0d · outbound

This paper cites STaR-GATE: Teaching Language Models to Ask Clarifying Questions.

Interactive Task Alignment as a POMDP STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:39.930639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcb89a8c-f87e-4300-a280-10d76694144c · outbound

This paper cites Learning to clarify: Multi-turn conversations with action-based contrastive self-training.

Interactive Task Alignment as a POMDP Learning to clarify: Multi-turn conversations with action-based contrastive self-training

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.049417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da643ae5-0a4c-4a6f-9391-3b10b228bfcc · outbound

This paper cites Clark and Susan E.

Interactive Task Alignment as a POMDP Clark and Susan E

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.228803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a2e3fb-131e-40a0-ba32-7f19f4c31df8 · outbound

This paper cites Bayesian Preference Elicitation with Language Models.

Interactive Task Alignment as a POMDP Bayesian Preference Elicitation with Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.393890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f130e03-7e73-4a6a-a894-929259c012a4 · outbound

This paper cites Teaching language models to gather information proactively.

Interactive Task Alignment as a POMDP Teaching language models to gather information proactively

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.585472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66eb771e-676f-4306-b51e-88cd0faaf193 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Interactive Task Alignment as a POMDP SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.721413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b23ee6b3-f080-4188-b974-c176e85d5747 · outbound

This paper cites Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models.

Interactive Task Alignment as a POMDP Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:40.927883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 676e86b9-7ce0-4ef2-8c5a-2ec2da2f2314 · outbound

This paper cites DiscoverLLM: From Executing Intents to Discovering Them.

Interactive Task Alignment as a POMDP DiscoverLLM: From Executing Intents to Discovering Them

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.071741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d7fc0d5-2c64-4cf0-a517-bd71ab9412e7 · outbound

This paper cites Li, Been Kim, and Zi Wang.

Interactive Task Alignment as a POMDP Li, Been Kim, and Zi Wang

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.272117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c52f29-a8fd-4793-b3f7-81206694b631 · outbound

This paper cites PrefPalette: Personalized Preference Modeling with Latent Attributes.

Interactive Task Alignment as a POMDP PrefPalette: Personalized Preference Modeling with Latent Attributes

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.422395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 287f26e7-864c-442c-9261-58cda4897824 · outbound

This paper cites Clarifymt-bench: Benchmarking and improving multi-turn clarification for conversational large language models, 2025.

Interactive Task Alignment as a POMDP Clarifymt-bench: Benchmarking and improving multi-turn clarification for conversational large language models, 2025

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.594837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df343f97-5744-400d-965b-a4792ae1e234 · outbound

This paper cites Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces.

Interactive Task Alignment as a POMDP Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.711576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b741c6b-4cb9-4c73-9df3-4f80c39caa5f · outbound

This paper cites Asking clarifying questions for preference elicitation with large language models, 2025.

Interactive Task Alignment as a POMDP Asking clarifying questions for preference elicitation with large language models, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.835327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d321a8f4-bf75-42a6-bea5-9f53e6170a9d · outbound

This paper cites GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks.

Interactive Task Alignment as a POMDP GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:41.955454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f2f790-482f-4e0c-a137-01a2713b2c41 · outbound

This paper cites Tell me more! towards implicit user intention understanding of language model driven agents.

Interactive Task Alignment as a POMDP Tell me more! towards implicit user intention understanding of language model driven agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.138369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63646e63-58b1-4a51-8905-57c45cf2ca4d · outbound

This paper cites Ambig-swe: Interactive agents to overcome underspecificity in software engineering, 2026.

Interactive Task Alignment as a POMDP Ambig-swe: Interactive agents to overcome underspecificity in software engineering, 2026

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.237599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c31ec5f3-eb14-4508-9995-269e8aed0c6f · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

Interactive Task Alignment as a POMDP RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.348283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4078935f-6ffb-4ca8-b9d4-349616496b8f · outbound

This paper cites Position: Humans are missing from ai coding agent research, 2025 b.

Interactive Task Alignment as a POMDP Position: Humans are missing from ai coding agent research, 2025 b

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.470253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39f5dc40-a92c-4153-8e70-ba5d1b8d2955 · outbound

This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.

Interactive Task Alignment as a POMDP BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.629972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f7977a0-6d2e-478c-b56d-f799f1e3eb08 · outbound

This paper cites CollabLLM: From Passive Responders to Active Collaborators.

Interactive Task Alignment as a POMDP CollabLLM: From Passive Responders to Active Collaborators

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.772581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d28acc1-5856-433a-ace0-009f5171147a · outbound

This paper cites Aligning LLMs with Individual Preferences via Interaction.

Interactive Task Alignment as a POMDP Aligning LLMs with Individual Preferences via Interaction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:42.889953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f0c53fd-876b-4b31-9d5c-559489edbf5f · outbound

This paper cites WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents.

Interactive Task Alignment as a POMDP WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.009747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e50d021-a4c7-490a-9feb-3c25d658de7c · outbound

This paper cites Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions.

Interactive Task Alignment as a POMDP Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.137464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ff770c2-ca76-46d0-b438-d70203f62e7c · outbound

This paper cites Clarify when necessary: Resolving ambiguity through interaction with lms.

Interactive Task Alignment as a POMDP Clarify when necessary: Resolving ambiguity through interaction with lms

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.303549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24566c9c-ae0b-4fb0-8e9b-0b906f430cad · outbound

This paper cites Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs.

Interactive Task Alignment as a POMDP Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.450565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.