diff --git a/src/backend/utils/adt/tsvector_op.c b/src/backend/utils/adt/tsvector_op.c
index f05f913cff..b0f0ce05c5 100644
--- a/src/backend/utils/adt/tsvector_op.c
+++ b/src/backend/utils/adt/tsvector_op.c
@@ -1927,7 +1927,8 @@ ts_match_vq(PG_FUNCTION_ARGS)
 	CHKVAL		chkval;
 	bool		result;
 
-	if (!val->size || !query->size)
+	/* empty query matches nothing */
+	if (!query->size)
 	{
 		PG_FREE_IF_COPY(val, 0);
 		PG_FREE_IF_COPY(query, 1);
diff --git a/src/test/regress/expected/tsearch.out b/src/test/regress/expected/tsearch.out
index 0681d43358..b2fc9e207e 100644
--- a/src/test/regress/expected/tsearch.out
+++ b/src/test/regress/expected/tsearch.out
@@ -98,8 +98,36 @@ SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
    494
 (1 row)
 
+SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+ count 
+-------
+   158
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+ count 
+-------
+     0
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
+ count 
+-------
+   508
+(1 row)
+
 create index wowidx on test_tsvector using gist (a);
 SET enable_seqscan=OFF;
+SET enable_indexscan=ON;
+SET enable_bitmapscan=OFF;
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+                      QUERY PLAN                       
+-------------------------------------------------------
+ Aggregate
+   ->  Index Scan using wowidx on test_tsvector
+         Index Cond: (a @@ '''wr'' | ''qh'''::tsquery)
+(3 rows)
+
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
  count 
 -------
@@ -148,10 +176,107 @@ SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
    158
 (1 row)
 
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+ count 
+-------
+     0
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
+ count 
+-------
+   508
+(1 row)
+
+SET enable_indexscan=OFF;
+SET enable_bitmapscan=ON;
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+                         QUERY PLAN                          
+-------------------------------------------------------------
+ Aggregate
+   ->  Bitmap Heap Scan on test_tsvector
+         Recheck Cond: (a @@ '''wr'' | ''qh'''::tsquery)
+         ->  Bitmap Index Scan on wowidx
+               Index Cond: (a @@ '''wr'' | ''qh'''::tsquery)
+(5 rows)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+ count 
+-------
+   158
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'wr&qh';
+ count 
+-------
+    17
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'eq&yt';
+ count 
+-------
+     6
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'eq|yt';
+ count 
+-------
+    98
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '(eq&yt)|(wr&qh)';
+ count 
+-------
+    23
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '(eq|yt)&(wr|qh)';
+ count 
+-------
+    39
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
+ count 
+-------
+   494
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+ count 
+-------
+   158
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+ count 
+-------
+     0
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
+ count 
+-------
+   508
+(1 row)
+
 RESET enable_seqscan;
+RESET enable_indexscan;
+RESET enable_bitmapscan;
 DROP INDEX wowidx;
 CREATE INDEX wowidx ON test_tsvector USING gin (a);
 SET enable_seqscan=OFF;
+-- GIN only supports bitmapscan, so no need to test plain indexscan
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+                         QUERY PLAN                          
+-------------------------------------------------------------
+ Aggregate
+   ->  Bitmap Heap Scan on test_tsvector
+         Recheck Cond: (a @@ '''wr'' | ''qh'''::tsquery)
+         ->  Bitmap Index Scan on wowidx
+               Index Cond: (a @@ '''wr'' | ''qh'''::tsquery)
+(5 rows)
+
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
  count 
 -------
@@ -200,6 +325,18 @@ SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
    158
 (1 row)
 
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+ count 
+-------
+     0
+(1 row)
+
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
+ count 
+-------
+   508
+(1 row)
+
 RESET enable_seqscan;
 INSERT INTO test_tsvector VALUES ('???', 'DFG:1A,2B,6C,10 FGH');
 SELECT * FROM ts_stat('SELECT a FROM test_tsvector') ORDER BY ndoc DESC, nentry DESC, word LIMIT 10;
diff --git a/src/test/regress/expected/tstypes.out b/src/test/regress/expected/tstypes.out
index dcce82fdc4..6272e70e09 100644
--- a/src/test/regress/expected/tstypes.out
+++ b/src/test/regress/expected/tstypes.out
@@ -773,6 +773,18 @@ select to_tsvector('simple', 'x y q y') @@ '!x <-> y' AS "true";
  t
 (1 row)
 
+select to_tsvector('simple', 'x y q y') @@ '!foo' AS "true";
+ true 
+------
+ t
+(1 row)
+
+select to_tsvector('simple', '') @@ '!foo' AS "true";
+ true 
+------
+ t
+(1 row)
+
 --ranking
 SELECT ts_rank(' a:1 s:2C d g'::tsvector, 'a | s');
   ts_rank  
diff --git a/src/test/regress/sql/tsearch.sql b/src/test/regress/sql/tsearch.sql
index 1255f6954d..e4b21f8f18 100644
--- a/src/test/regress/sql/tsearch.sql
+++ b/src/test/regress/sql/tsearch.sql
@@ -48,10 +48,17 @@ SELECT count(*) FROM test_tsvector WHERE a @@ 'eq|yt';
 SELECT count(*) FROM test_tsvector WHERE a @@ '(eq&yt)|(wr&qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ '(eq|yt)&(wr|qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
+SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
 
 create index wowidx on test_tsvector using gist (a);
 
 SET enable_seqscan=OFF;
+SET enable_indexscan=ON;
+SET enable_bitmapscan=OFF;
+
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
 
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr&qh';
@@ -61,14 +68,37 @@ SELECT count(*) FROM test_tsvector WHERE a @@ '(eq&yt)|(wr&qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ '(eq|yt)&(wr|qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
 SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
+
+SET enable_indexscan=OFF;
+SET enable_bitmapscan=ON;
+
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+
+SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
+SELECT count(*) FROM test_tsvector WHERE a @@ 'wr&qh';
+SELECT count(*) FROM test_tsvector WHERE a @@ 'eq&yt';
+SELECT count(*) FROM test_tsvector WHERE a @@ 'eq|yt';
+SELECT count(*) FROM test_tsvector WHERE a @@ '(eq&yt)|(wr&qh)';
+SELECT count(*) FROM test_tsvector WHERE a @@ '(eq|yt)&(wr|qh)';
+SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
+SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
 
 RESET enable_seqscan;
+RESET enable_indexscan;
+RESET enable_bitmapscan;
 
 DROP INDEX wowidx;
 
 CREATE INDEX wowidx ON test_tsvector USING gin (a);
 
 SET enable_seqscan=OFF;
+-- GIN only supports bitmapscan, so no need to test plain indexscan
+
+explain (costs off) SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
 
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr|qh';
 SELECT count(*) FROM test_tsvector WHERE a @@ 'wr&qh';
@@ -78,8 +108,11 @@ SELECT count(*) FROM test_tsvector WHERE a @@ '(eq&yt)|(wr&qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ '(eq|yt)&(wr|qh)';
 SELECT count(*) FROM test_tsvector WHERE a @@ 'w:*|q:*';
 SELECT count(*) FROM test_tsvector WHERE a @@ any ('{wr,qh}');
+SELECT count(*) FROM test_tsvector WHERE a @@ 'no_such_lexeme';
+SELECT count(*) FROM test_tsvector WHERE a @@ '!no_such_lexeme';
 
 RESET enable_seqscan;
+
 INSERT INTO test_tsvector VALUES ('???', 'DFG:1A,2B,6C,10 FGH');
 SELECT * FROM ts_stat('SELECT a FROM test_tsvector') ORDER BY ndoc DESC, nentry DESC, word LIMIT 10;
 SELECT * FROM ts_stat('SELECT a FROM test_tsvector', 'AB') ORDER BY ndoc DESC, nentry DESC, word;
diff --git a/src/test/regress/sql/tstypes.sql b/src/test/regress/sql/tstypes.sql
index 77436ce04e..0a40ec9350 100644
--- a/src/test/regress/sql/tstypes.sql
+++ b/src/test/regress/sql/tstypes.sql
@@ -145,6 +145,8 @@ select to_tsvector('simple', 'x q') @@ '(x | y <-> !z) <-> q' AS "true";
 select to_tsvector('simple', 'x q') @@ '(!x | y <-> z) <-> q' AS "false";
 select to_tsvector('simple', 'z q') @@ '(!x | y <-> z) <-> q' AS "true";
 select to_tsvector('simple', 'x y q y') @@ '!x <-> y' AS "true";
+select to_tsvector('simple', 'x y q y') @@ '!foo' AS "true";
+select to_tsvector('simple', '') @@ '!foo' AS "true";
 
 --ranking
 SELECT ts_rank(' a:1 s:2C d g'::tsvector, 'a | s');