Pith. sign in

Paper Citation Record · LEDGER

MapQA: A Dataset for Question Answering on Choropleth Maps

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2211.08545.

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

pith.paper-citation-record.v1
2211.08545 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:06:36.601511Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:17:24.219845Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6c80e543-231f-4a82-a0d6-aebd60020de6 · inbound

Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark cites this paper.

Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-23T20:05:47.764690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-23T20:03:38.336841Z digest=sha256:bbfbe9be3cad3e9c515d6401a9a89802913988aee8da4be1077b8891115c6b2b

Observation 29d2e0cc-7cf9-4362-9180-04126c0decb3 · inbound

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization cites this paper.

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:16:17.366211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T09:16:17.150383Z digest=sha256:9eaa2c4b03653f44daf616d83719bba9b50a0692305b2b67725c69ce1a1cd4be

Observation fb483837-30a6-4fa4-9425-392ee7ade3e7 · inbound

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:23:57.834590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T13:23:57.588851Z digest=sha256:a74614db564b74894abc0830b9743e7aab7abb477517e7197ddae1e8477b5efd

Observation 13a67b69-b0f5-40f0-8346-5d8c6d2de46a · inbound

TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types cites this paper.

TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T20:06:36.601511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T20:06:36.601511Z digest=sha256:103c2100e325cf36ecedd0417400de28c5ce92b18d63397875c39b55e8f7fead

Observation 3032626e-0d8e-4030-a82f-7e5c43cd5ea5 · inbound

LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL cites this paper.

LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-16T15:15:46.379544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T15:15:46.255296Z digest=sha256:1a29a2f798ae01002c0b1544dabc3e5a2a86f729a4ab1df9be505e805b94f3ff

Observation 8f55d0b2-7b3f-4388-94d9-1b64333c88f2 · inbound

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles cites this paper.

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-19T06:59:03.172564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T06:59:03.112252Z digest=sha256:e492ea40ebd2bb79c09613f8901d26ef42297feabb784da5d7e29ea4c624a7dd

Observation 13f3b8a6-0ebf-4a73-8942-754f92418f5f · inbound

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models cites this paper.

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:41:08.218987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T13:41:07.991012Z digest=sha256:dc3b90cd07bc09c43f4c5ba203e9cf5c9470cfc04024e2ec9601b5a668b04df3

Observation 730c4888-c818-47e6-bf89-5b396e106047 · inbound

ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering cites this paper.

ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T12:54:17.462889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:54:17.462889Z digest=sha256:e2ea54d5f85c6276631066371e33e392cfb0c3cd6d7f6ac72b094eda7a1a1c58

Observation a354a0fe-2f23-4469-9fb5-6d57164bfc21 · inbound

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models cites this paper.

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:37:43.047242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:37:43.047242Z digest=sha256:062beb523e3f0db9654620d994e366630a02276da48069b53adf2f15cb54dcbf

Observation ea0cc5cf-0707-45eb-84f8-9d044095792f · inbound

CoMemo: LVLMs Need Image Context with Image Memory cites this paper.

CoMemo: LVLMs Need Image Context with Image Memory MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T06:02:30.160890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T06:02:30.160890Z digest=sha256:6f8820f8334e5f81238cb152d1ab981f2a8d9c5c420fe1191345974e20711533

Observation 1a34cde5-c130-402a-a623-894bfc032675 · inbound

Spectral Imbalance Causes Forgetting in Low-Rank Continual Adaptation cites this paper.

Spectral Imbalance Causes Forgetting in Low-Rank Continual Adaptation MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 1975

Resolution
unresolved
no resolver link, observed 2026-08-03T06:04:25.960289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:04:25.960289Z digest=sha256:224b306eb947d06d9e9421804df01e6a7d1e70019b646b9299668f73f62eb0b6

Observation 58690097-913e-40f6-9a4a-a25e145f2553 · inbound

When Does Multimodal AI Help? Diagnostic Complementarity of Vision-Language Models and CNNs for Spectrum Management in Satellite-Terrestrial Networks cites this paper.

When Does Multimodal AI Help? Diagnostic Complementarity of Vision-Language Models and CNNs for Spectrum Management in Satellite-Terrestrial Networks MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-13T17:38:02.510550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-13T17:37:00.586612Z digest=sha256:74c68c321d5797595b8df172316037b655df4eab5715fe79cf93eb05ff614c77

Observation e0421630-3d59-47e8-95de-52ee3cf47f11 · inbound

IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents cites this paper.

IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-06-29T12:33:24.457150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T12:28:29.456480Z digest=sha256:ed93c0ad628db8a73686b76b9b7f797e9509ef8bbf860ead39fe716fc0be78ed

Observation 380cca18-a44c-4bf7-a4dc-6d2c59f5a3ab · inbound

PlanBench-V: A Spatial Planning Map Benchmark for Vision-Language Models cites this paper.

PlanBench-V: A Spatial Planning Map Benchmark for Vision-Language Models MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T12:26:56.358872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T02:10:12.974244Z digest=sha256:a70c64272871c52a0a9ceb8e843d3c25a52fa0bfb01f8d1b9bfcb73d9d02f6c1

Observation 96b8e091-6893-4c8b-b219-3e386a193a77 · inbound

DataComp-VLM: Improved Open Datasets for Vision-Language Models cites this paper.

DataComp-VLM: Improved Open Datasets for Vision-Language Models MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-01T15:45:47.695507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T01:16:16.834861Z digest=sha256:9793d777e72a16a215926a594e9f242a3d2295d09d6f68f7636f091c84b3af19

Observation a9a59111-5442-4dce-a9fe-cf8faa980881 · inbound

DataComp-VLM: Improved Open Datasets for Vision-Language Models cites this paper.

DataComp-VLM: Improved Open Datasets for Vision-Language Models MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-02T21:17:24.222935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-02T21:10:10.548489Z digest=sha256:88e26afdc6d095b5d820e1a7df172a392455a385fcf6be2fdd59f33a3a9df4d3

Observation b62c763f-4fbd-47bf-b976-bebb105acf9c · inbound

Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding cites this paper.

Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T16:27:45.931541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T16:27:45.931541Z digest=sha256:30c66287e63392983851b1d4b96db17704fd78ff13bb4ac0ef6611980b754ed7

Observation f5931dcc-5d59-417f-b9ac-37093c007875 · inbound

Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding cites this paper.

Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-04T04:16:20.400459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T04:16:20.400459Z digest=sha256:92887b39621139ba1e26e9e490df12acc542aa3b7d7a345c0fa1af65fdac0eac

Observation a1473f0e-ef71-4b43-a30d-4d03eb9db4ab · inbound

SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction Tuning cites this paper.

SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction Tuning MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T08:43:22.776469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:43:22.776469Z digest=sha256:b89bf049a8fb7d99fe4aa01eba940eb28c264aa1a7872f8a65af2a6573332313