For a line bundle on , put , and choose an ample line bundle on . Fix . For sufficiently large , both and vanish, by Serre duality and negativity of the degrees of their dual canonical twists. The semicontinuity theorem for coherent cohomology makes both groups vanish on a neighborhood of . The family is flat over : is flat and the sheaves in question are locally free.
On that neighborhood the Riemann-Roch theorem gives
Upper semicontinuity of both zeroth sheaf cohomology dimensions, after shrinking again, gives and . Hence . The degree is locally constant, and thus constant on connected . With the usual convention that a variety is irreducible, this proves the assertion as printed. If disconnected varieties are allowed, the necessary qualification is constancy on each connected component: take to be two points and the bundles and to see that a global constant degree need not exist.
Pull back by the morphism of varieties
The fiber of this line bundle over is . An abelian variety is connected, so the preceding constancy of line bundle degree in a family applies. Consequently for every .
The defining section of is nowhere zero on , so its restriction is trivial and has degree zero. Every translated line bundle also has degree zero on , by the preceding part. For any , either or the defining section of restricts to a nonzero section on . In the second case its zero effective divisor has degree zero, so it has no zeros. Thus a translate of either contains all of or misses all of .
Take and . The translate contains , hence all of . In particular . This proves ; exchanging proves the reverse inclusion. Since the prime Weil divisor is reduced and translation is an automorphism, equality of these sets gives equality of Weil divisors. Remembering that pullback by translates the divisor by , the answer is
The line bundle translation stabilizer is the closed subgroup
Each difference lies in , by the equality of Weil divisors just proved. Thus the subgroup they generate lies in , and closedness puts its Zariski topology closure there too. Therefore . The closure of a subgroup is again a subgroup: multiplication and inversion preserve its closure by continuity. In this setting it is connected as well, since is connected and contains zero, and the increasing finite sums of are connected with a common point. Its reduced closure is an abelian subvariety.
For the curve generation criterion for an abelian variety, first suppose and an irreducible Weil divisor avoids . The preceding part gives , so and . A nonzero effective divisor cannot have this property: if is an ample line bundle and , then the intersection product of Cartier divisors is positive, whereas an algebraically trivial line bundle has zero intersection with every curve. The latter follows from constancy of degree along a connected family defining algebraic equivalence; the former is the positive projective degree of after replacing by a very ample power. This contradiction proves that meets every irreducible Weil divisor.
Conversely suppose . Fix , so . Use the permitted fiber theorem to choose a morphism of varieties with . This morphism is nonconstant because is proper. Choose an affine neighborhood of . The irreducible image has positive dimension, so its intersection with does too; some regular function on is nonconstant on this intersection. Then is a nonconstant rational function on , regular on .
The pole divisor avoiding a fiber construction applies: its pole Weil divisor is nonzero. Indeed on the smooth, hence normal, projective variety , a rational function with no codimension-one poles extends to a global regular function; every global regular function on a connected projective variety is constant. Every pole component lies outside and hence avoids . Therefore is an irreducible Weil divisor disjoint from , and in particular from . This proves the converse using precisely the fiber fact allowed in the question, without requiring a projective target . The criterion is

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