m2e2 / m2e2_label_summary.md
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Shorten GPE label: geopolitical entity -> geopolitical
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M2E2 (text) β€” label summary

Counts computed from processed_data/m2e2/test.jsonl (6013 records, single test split; source = text_only_event.json). Scope caveat: this is the text_only subset = 85% of the paper's 1297 text events (the 192 image-grounded events in text_multimedia are excluded, matching TextEE). Use as eval-only; absence of an event is not ground truth.

Event types β€” 8 (1105 event mentions)

Event type Count
Conflict:Attack 302
Movement:Transport 229
Life:Die 176
Justice:Arrest-Jail 121
Contact:Meet 104
Conflict:Demonstrate 98
Contact:Phone-Write 43
Transaction:Transfer-Money 32
Total 1105

Entity types β€” 8 (21569 entity mentions)

Entity type Count
geopolitical 7307
person 7011
organization 4602
location 1321
facility 716
vehicle 300
weapon 279
value 33
Total 21569

Argument roles β€” 15 (1659 argument instances)

Role Count
Place 384
Entity 190
Attacker 166
Target 152
Artifact 136
Victim 133
Destination 123
Agent 121
Origin 78
Person 72
Instrument 36
Giver 23
Recipient 21
Vehicle 21
Police 3
Total 1659

Totals at a glance

Item Value
Records (sentences) 6013
β€” with β‰₯1 event 932
β€” empty (no event) 5081
Event mentions 1105
Event types 8
Argument instances 1659
Argument roles 15
Entity mentions 21569
Entity types 8

Definitions

Source note: the M2E2 paper (Li et al., ACL 2020) does not restate definitions β€” it adopts the ACE 2005 annotation guidelines (Walker et al. 2006) and selects the 8 event types as the complete intersection of ACE and imSitu (the visually depictable subset). The definitions below paraphrase ACE 2005; the Roles column lists the argument roles that actually occur for that type in this shipped text_only data (the paper's Table 1 ontology allows a few more, e.g. Instrument on several types; Participant is the ontology name for what the data labels Entity on Contact:Meet).

Event types

Event type Definition (per ACE 2005, as adopted by M2E2) Roles present in data
Conflict:Attack A violent physical act intended to cause physical harm or damage to a target β€” any attack not covered by a more specific type (shootings, bombings, air strikes, etc.). Attacker, Target, Place, Instrument
Movement:Transport A person or artifact (vehicle/weapon) is moved from one place (origin) to another (destination). Artifact, Destination, Origin, Agent, Vehicle
Life:Die The life of a person ends β€” accidental, intentional, or self-inflicted. Victim, Place, Agent, Instrument
Justice:Arrest-Jail A person's freedom of movement is restricted by a state actor (police/government) β€” being arrested or held in custody/jail. Person, Place, Agent
Contact:Meet Two or more entities come together at a single location and interact face-to-face (talks, summits, visits). Entity (= ontology "Participant"), Place
Conflict:Demonstrate A large number of people gather in a public place to protest or demand official action (protests, rallies, strikes, riots). Place, Entity, Police
Contact:Phone-Write Two or more parties communicate not face-to-face β€” by telephone or written/electronic correspondence. Entity, Place
Transaction:Transfer-Money Giving, receiving, lending, or borrowing money, not as payment for goods/services. Giver, Recipient

Entity types

Entity type Definition (per ACE 2005, as adopted by M2E2) Examples in data
person (ACE: PER) A human, whether a single individual or a group of people. Morsi, supporters, police forces
geopolitical (ACE: GPE) A composite entity of population + government + physical territory: a nation, state, province, county, or city. U.S., Syrian, Baton Rouge
organization (ACE: ORG) A group of people defined by a formal organizational structure β€” corporations, agencies, institutions. police, Nation of Islam, IS
location (ACE: LOC) A geographical/natural place defined by physical features, not a geopolitical (GPE) β€” regions, land masses, bodies of water. West African region, Europe, Algerian desert
facility (ACE: FAC) A man-made permanent structure or real-estate improvement β€” buildings, airports, refineries, jails. mosque, hospital, jail
vehicle (ACE: VEH) A physical device designed to move/carry people or objects between locations. car, vessels, flight
weapon (ACE: WEA) A physical device primarily used as an instrument to harm or destroy. bullets, weapons
value (ACE: VALUE) An ACE non-entity quantity; in this data it is almost entirely monetary amounts and percentages. $210 million, 51 percent stake, $1 billion