Co-mention network
Graph text summary
Top signals in this window: University of Arkansas (Organizations, 143 mentions, 13 co-mentions); Fayetteville City Council (Organizations, 56 mentions, 6 co-mentions); Fayetteville Planning Commission (Organizations, 23 mentions, 3 co-mentions); New York Stock Exchange (Organizations, 21 mentions, 3 co-mentions); workforce development (Topics, 20 mentions, 1 co-mentions); Google (Organizations, 16 mentions, 2 co-mentions)
Strongest co-mentions: West Memphis with Google (7 documents); Pine Bluff Arsenal with Hanwha Defense USA (6 documents); Razorback Marching Band with Macy's Thanksgiving Day Parade (4 documents); Pine Bluff with Hanwha Defense USA (5 documents)
Visible links are distinct-entity co-mentions only. No self-alias edges were detected in this window. Edges are ranked by a notability score that combines document count with source diversity (+10% per independent source), cross-type relevance (+30% when endpoints are different entity types), endpoint specificity (×0.6 when one endpoint is a generic topic/keyword, ×0.3 when both are), recency (fresh connections get up to ×1.0, decaying to ×0.7 for connections inactive 30+ days — measured on both ingestion time and article publication date, so connections backed by recently published news surface above ones where old articles were recently scraped), and snippet evidence (proximity-weighted: ×1.0 when both entities appear in the same sentence within the evidence passage, ×0.9 when in the same paragraph, ×0.8 when far apart in the same passage, ×0.5 when no verifiable passage exists), so multi-source cross-type connections between named entities that are actively evolving and have same-sentence evidence surface above high-count single-source stale ones with weak proximity. On the canvas, brighter lines indicate more shared documents, and a brighter cyan ring around a node indicates more distinct co-mentioned entities (network hubness). Evidence-only mode is ON: the canvas draws only 68 of 95 edges — those with at least snippet evidence (both entities appear within 500 characters in the same document) or a classified civic relationship type (acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure, capital investment). 27 bare co-mentions with no verifiable passage and no nameable civic context are hidden so the visual graph shows only connections a reviewer can verify on the page. The canvas is currently arranged as concentric rings ordered by mention count. The canvas supports scroll-to-zoom and drag-to-pan for navigating dense clusters. Node labels are shown for the most-mentioned entities at default zoom; zooming in progressively reveals labels for smaller entities so dense clusters can be explored. Co-mention is not proof of partnership, ownership, causation, or endorsement.
Civic relationships identified from source evidence.
6 notable civic connections in this window
- 01Pine Bluff Arsenal + Hanwha Defense USACapital investmentSnippet-verifiedTitle co-mentionSame-sentence
Pine Bluff Arsenal and Hanwha Defense USA are connected through a capital investment (keyword: "capital investment of $2.2 billion"). A capital investment commits private money to a specific site or operation, which in turn drives jobs, land use, utility demand, and the public incentives that often come attached. It is an economic-development decision a reviewer can check against the stated dollar figure. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
3 sources · 6 documents · classification evidenceHanwha Defense USA announced plans Monday (Sept. 21) to locate its new advanced manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas. The munitions facility represents a capital investment of $2.2 billion and is expect
Hanwha Defense USA to invest $2.2 billion at PB Arsenal for munitions manufacturing · Talk Business & Politics · 2026-09-21Corroborating sourcesHanwha Defense USA opens Pine Bluff Arsenal office 2 hours, 15 minutes ago by Arkansas Democrat-Gazette Comments Michael Coulter, president a
Hanwha Defense USA opens Pine Bluff Arsenal office · NWA Democrat-Gazette Business · 2026-09-21Share Tweet Hanwha Defense USA (HDUSA) will invest $2.2 billion over seven years to establish a munitions manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas, significantly expanding its domestic production footprint. Announced on
Hanwha Defense USA Invests $2.2B At Pine Bluff Arsenal - AirPro News · Web Search Follow-upSignal7 - 02Alice L. Walton Foundation + MercyPartnershipSnippet-verifiedTitle co-mentionSame-sentence
Alice L. Walton Foundation and Mercy are connected through a partnership (keyword: "partnering"). A partnership commits two independent entities to a shared initiative, making their cooperation itself the civic signal — neither could undertake the work alone. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
3 sources · 5 documents · classification evidenceering to deliver care close to home The Alice L. Walton Foundation and Mercy are partnering to expand access to high-quality, value-based spec
AWSOM Whole Health Campus · Web Search Follow-upCorroborating sourcesAlice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland Bui
Renderings of AWSOM Whole Health Campus in Bentonville · NWA Daily · 2026-09-18Alice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland Sep
Alice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland | Mercy · Mercy Northwest Arkansas Newsroom · 2026-09-17Signal4 - 03Fayetteville City Council + Flock SafetyPolicySnippet-verifiedSame-sentence
Fayetteville City Council and Flock Safety are connected through a policy (keyword: "ordinance"). A policy action (ordinance, vote, or regulation) exercises governmental authority, binding the future behavior of the named entities — a direct exercise of civic power. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
2 sources · 3 documents · classification evidenceystems, such as cameras manufactured by Flock Safety. The Fayetteville City Council unanimously voted Tuesday to approve an ordinance p
Fayetteville City Council votes to prohibit use of city funds, property for license plate readers · Web Search Follow-upCorroborating sourceso answer questions about the issue. The Fayetteville City Council on Oct. 6 voted unanimously to ban the use of city funds and property to buy or locate, respectively, ALPR cameras, commonly known as Flock cameras. Several cities in Arkansas, including Centerton, Farmington, Gree…
Most Fort Smith Board members avoid questions about Flock cameras · Talk Business & Politics · 2026-10-08Signal4 - 04Google + Entergy ArkansasPartnershipSnippet-verifiedSame-sentence
Google and Entergy Arkansas are connected through a partnership (keyword: "partnership"). A partnership commits two independent entities to a shared initiative, making their cooperation itself the civic signal — neither could undertake the work alone. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
2 sources · 3 documents · classification evidencehelp support Entergy's partnership with Google. Google and Entergy Arkansas have entered into a special rate contract for
Public Service Commission denies Entergy Arkansas request to purchase power from Big Island Solar facility · NWA Democrat-Gazette Business · 2026-09-17Corroborating sourceskansas Democrat-Gazette today show that Google, the Silicon Valley giant building data centers in Little Rock and West Memphis, will pay only about a third of the price tag of its 600-megawatt solar facility in Jefferson County. The documents also reveal the full power draw of it…
Entergy blows a fuse over mistakenly shared documents revealing who’s paying data center bills - Arkansas Times · Web Search Follow-upSignal3 - 05Generations Bank + Great Cheese Dip WarEventSnippet-verifiedCross-typeTitle co-mentionSame-sentence
Generations Bank and Great Cheese Dip War are connected through a event (keyword: "host"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
1 source · 2 documents · classification evidenceSingle source — verifyA Dip Worth the Drive: Generations Bank Hosts 4th Annual Great Cheese Dip War in Fayetteville Generations Bank Northwest Arkansas residents are invite
A Dip Worth the Drive: Generations Bank Hosts 4th Annual Great Cheese Dip War in Fayetteville · NWA Daily · 2026-09-30Corroborating sourcesSignal2 - 06Old Friends Reunion + Old Friend FarmsEventSnippet-verifiedCross-typeTitle co-mentionSame-sentence
Old Friends Reunion and Old Friend Farms are connected through a event (keyword: "Festival"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
1 source · 2 documents · classification evidenceSingle source — verifytravel or registration. Presentation of Old Friends Reunion Held each September at Old Friend Farms south of Prairie Grove, the Old Friends Reunion is a four-
Old Friends Reunion Music Festival | Old Friend Farms, Prairie Grove AR · Web Search Follow-upCorroborating sourcesSignal2
What to notice first
Pine Bluff Arsenal and Hanwha Defense USA are connected through a capital investment (keyword: "capital investment of $2.2 billion"). A capital investment commits private money to a specific site or operation, which in turn drives jobs, land use, utility demand, and the public incentives that often come attached. It is an economic-development decision a reviewer can check against the stated dollar figure. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Hanwha Defense USA announced plans Monday (Sept. 21) to locate its new advanced manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas. The munitions facility represents a capital investment of $2.2 billion and is expect
Hanwha Defense USA to invest $2.2 billion at PB Arsenal for munitions manufacturing · Talk Business & Politics · 2026-09-21Hanwha Defense USA opens Pine Bluff Arsenal office 2 hours, 15 minutes ago by Arkansas Democrat-Gazette Comments Michael Coulter, president a
Hanwha Defense USA opens Pine Bluff Arsenal office · NWA Democrat-Gazette Business · 2026-09-21Share Tweet Hanwha Defense USA (HDUSA) will invest $2.2 billion over seven years to establish a munitions manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas, significantly expanding its domestic production footprint. Announced on
Hanwha Defense USA Invests $2.2B At Pine Bluff Arsenal - AirPro News · Web Search Follow-up11,545 lower-activity signals are counted but not drawn.
Most mentioned entities
- 1University of ArkansasOrganizations143 mentions
- 2Fayetteville City CouncilOrganizations56 mentions
- 3Fayetteville Planning CommissionOrganizations23 mentions
- 4New York Stock ExchangeOrganizations21 mentions
- 5workforce developmentTopics20 mentions
- 6financial marketsTopics16 mentions
Entity types on the board
The co-mentions to verify first.
30-day co-mention ledger
- Pair 01Pine Bluff Arsenal + Hanwha Defense USACapital investmentSnippet-verified
Pine Bluff Arsenal and Hanwha Defense USA are connected through a capital investment (keyword: "capital investment of $2.2 billion"). A capital investment commits private money to a specific site or operation, which in turn drives jobs, land use, utility demand, and the public incentives that often come attached. It is an economic-development decision a reviewer can check against the stated dollar figure. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Title co-mentionSame-sentenceCo-mentioned in 6 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.3 sources — 3 evidence rows: · classification evidence leadsHanwha Defense USA announced plans Monday (Sept. 21) to locate its new advanced manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas. The munitions facility represents a capital investment of $2.2 billion and is expect
Hanwha Defense USA to invest $2.2 billion at PB Arsenal for munitions manufacturing · Talk Business & Politics · 2026-09-21 · classification evidenceHanwha Defense USA opens Pine Bluff Arsenal office 2 hours, 15 minutes ago by Arkansas Democrat-Gazette Comments Michael Coulter, president a
Hanwha Defense USA opens Pine Bluff Arsenal office · NWA Democrat-Gazette Business · 2026-09-21Share Tweet Hanwha Defense USA (HDUSA) will invest $2.2 billion over seven years to establish a munitions manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas, significantly expanding its domestic production footprint. Announced on
Hanwha Defense USA Invests $2.2B At Pine Bluff Arsenal - AirPro News · Web Search Follow-upSignal score7 - Pair 02Razorback Marching Band + Macy's Thanksgiving Day ParadeCo-mention
No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.
Co-mentioned in 4 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.2 sources — 2 evidence rows:ogram has eight ensembles including the Razorback Marching Band, Hogwild Band, and six concert bands with over 400 student members representing every college at the university. The Razorback Marching Band will be representing the University of Arkansas in the 2027 Macy's Thanksgi…
U of A Bands to Host First Concert of the Fall 2026 Season Tonight · University of Arkansas News · 2026-09-30Razorback Marching Band Selected to Perform in the 101st Macy's Thanksgiving Day Parade Sep. 01, 2026 RMB presented with check from Macy's (@pottsshotts) The U of A Razorback Marching Band h
Razorback Marching Band Selected to Perform in the 101st Macy's Thanksgiving Day Parade | Arkansas News | University of Arkansas · Web Search Follow-upSignal score5 - Pair 03Alice L. Walton Foundation + MercyPartnershipSnippet-verified
Alice L. Walton Foundation and Mercy are connected through a partnership (keyword: "partnering"). A partnership commits two independent entities to a shared initiative, making their cooperation itself the civic signal — neither could undertake the work alone. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Title co-mentionSame-sentenceCo-mentioned in 5 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.3 sources — 3 evidence rows: · classification evidence leadsering to deliver care close to home The Alice L. Walton Foundation and Mercy are partnering to expand access to high-quality, value-based spec
AWSOM Whole Health Campus · Web Search Follow-up · classification evidenceAlice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland Bui
Renderings of AWSOM Whole Health Campus in Bentonville · NWA Daily · 2026-09-18Alice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland Sep
Alice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland | Mercy · Mercy Northwest Arkansas Newsroom · 2026-09-17Signal score4 - Pair 04Fayetteville City Council + Flock SafetyPolicySnippet-verified
Fayetteville City Council and Flock Safety are connected through a policy (keyword: "ordinance"). A policy action (ordinance, vote, or regulation) exercises governmental authority, binding the future behavior of the named entities — a direct exercise of civic power. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Same-sentenceCo-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.2 sources — 2 evidence rows: · classification evidence leadsystems, such as cameras manufactured by Flock Safety. The Fayetteville City Council unanimously voted Tuesday to approve an ordinance p
Fayetteville City Council votes to prohibit use of city funds, property for license plate readers · Web Search Follow-up · classification evidenceo answer questions about the issue. The Fayetteville City Council on Oct. 6 voted unanimously to ban the use of city funds and property to buy or locate, respectively, ALPR cameras, commonly known as Flock cameras. Several cities in Arkansas, including Centerton, Farmington, Gree…
Most Fort Smith Board members avoid questions about Flock cameras · Talk Business & Politics · 2026-10-08Signal score4 - Pair 05Arkansas Department of Transportation + Federal Highway AdministrationCo-mention
No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.
Co-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.2 sources — 2 evidence rows:City Council agenda item (2026-10-13): Federal-Aid Funding Agreement - Mission Trail Phase 2: A resolution to authorize an Agreement of Understanding with the Arkansas Department of Transportation and the Northwest Arkansas Regional Plan... · Fayetteville Council Agenda Signals · 2026-10-08full support and hereby authorizes the Arkansas Department of Transportation to initiate action to implement this project. THIS RESOLUTION adopted this ______ day of __________________, _____. Stephanie Orman Mayor ATTEST: (SEAL) AGREEMENT OF UNDERSTANDING BETWEEN THE CITY OF BEN…
Finance Committee agenda item (2026-10-13): Resolution Accepting Grant Funds from ARDOT for Eagle Way Tunnel & Trail · Bentonville Council Agenda Signals · 2026-10-08Signal score3 - Pair 06Google + Entergy ArkansasPartnershipSnippet-verified
Google and Entergy Arkansas are connected through a partnership (keyword: "partnership"). A partnership commits two independent entities to a shared initiative, making their cooperation itself the civic signal — neither could undertake the work alone. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Same-sentenceCo-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.2 sources — 2 evidence rows: · classification evidence leadshelp support Entergy's partnership with Google. Google and Entergy Arkansas have entered into a special rate contract for
Public Service Commission denies Entergy Arkansas request to purchase power from Big Island Solar facility · NWA Democrat-Gazette Business · 2026-09-17 · classification evidencekansas Democrat-Gazette today show that Google, the Silicon Valley giant building data centers in Little Rock and West Memphis, will pay only about a third of the price tag of its 600-megawatt solar facility in Jefferson County. The documents also reveal the full power draw of it…
Entergy blows a fuse over mistakenly shared documents revealing who’s paying data center bills - Arkansas Times · Web Search Follow-upSignal score3 - Pair 07Hanwha Defense USA + U.S. ArmyCapital investmentSnippet-verified
Hanwha Defense USA and U.S. Army are connected through a capital investment (keyword: "invest $2.2 billion"). A capital investment commits private money to a specific site or operation, which in turn drives jobs, land use, utility demand, and the public incentives that often come attached. It is an economic-development decision a reviewer can check against the stated dollar figure. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Same-paragraphCo-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.2 sources — 2 evidence rows: · classification evidence leadsShare Tweet Hanwha Defense USA (HDUSA) will invest $2.2 billion over seven years to establish a munitions manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas, significantly expanding its domestic production footp
Hanwha Defense USA Invests $2.2B At Pine Bluff Arsenal - AirPro News · Web Search Follow-up · classification evidenceHanwha Defense USA announced plans Monday (Sept. 21) to locate its new advanced manufacturing campus at the U.S. Army Pine Bluff Arsenal in Arkansas. The munitions facility represents a capital investment of $2.2 bi
Hanwha Defense USA to invest $2.2 billion at PB Arsenal for munitions manufacturing · Talk Business & Politics · 2026-09-21Signal score3 - Pair 08Generations Bank + Great Cheese Dip WarEventSnippet-verified
Generations Bank and Great Cheese Dip War are connected through a event (keyword: "host"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Cross-typeTitle co-mentionSame-sentenceCo-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.1 source — 1 evidence row: · classification evidence leadsA Dip Worth the Drive: Generations Bank Hosts 4th Annual Great Cheese Dip War in Fayetteville Generations Bank Northwest Arkansas residents are invite
A Dip Worth the Drive: Generations Bank Hosts 4th Annual Great Cheese Dip War in Fayetteville · NWA Daily · 2026-09-30 · classification evidenceSignal score2 - Pair 09Old Friends Reunion + Old Friend FarmsEventSnippet-verified
Old Friends Reunion and Old Friend Farms are connected through a event (keyword: "Festival"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Cross-typeTitle co-mentionSame-sentenceCo-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.1 source — 1 evidence row: · classification evidence leadstravel or registration. Presentation of Old Friends Reunion Held each September at Old Friend Farms south of Prairie Grove, the Old Friends Reunion is a four-
Old Friends Reunion Music Festival | Old Friend Farms, Prairie Grove AR · Web Search Follow-up · classification evidenceSignal score2 - Pair 10Heartland Whole Health Institute + Alice L. Walton School of MedicineCo-mention
No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.
Co-mentioned in 4 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.3 sources — 3 evidence rows:Campus, builds on the shared vision of Alice L. Walton School of Medicine (AWSOM) and Heartland Whole Health Institute. A $50 million charitable pledge from the Tyson Family Foundation and Tys
Renderings of AWSOM Whole Health Campus in Bentonville · NWA Daily · 2026-09-18Campus, builds on the shared vision of Alice L. Walton School of Medicine (AWSOM) and Heartland Whole Health Institute. A $50 million charitable pledge from the Tyson Family Foundation and Tys
Alice L. Walton Foundation and Mercy Break Ground on AWSOM Whole Health Campus, Marking a New Era for Whole-Person Health in the Heartland | Mercy · Mercy Northwest Arkansas Newsroom · 2026-09-17in Bentonville. AWSOM is an acronym for Alice L. Walton School of Medicine. The name for the new health campus reflects a shared vision among the school and the Heartland Whole Health Institute to reimagine how health care is delivered and experienced, according to a
Tyson pledges $50 million as ground breaking held for AWSOM Whole Health Campus in Bentonville | Northwest Arkansas Democrat-Gazette · Web Search Follow-upSignal score2
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